{"689973":{"#nid":"689973","#data":{"type":"news","title":"Cybersecurity School Takes Home Multiple Awards ","body":[{"value":"\u003Cp\u003ESeven members of the \u003Ca href=\u0022https:\/\/scp.cc.gatech.edu\/\u0022\u003ESchool of Cybersecurity and Privacy\u003C\/a\u003E (SCP) community were recognized for their leadership and excellence on Monday afternoon at the 35th Annual College of Computing Awards Ceremony.\u003C\/p\u003E\u003Cp\u003E\u201cI am pleased to be able to recognize all of this hard work,\u201d said Dean \u003Cstrong\u003EVivek Sarkar\u003C\/strong\u003E during the ceremony.\u003C\/p\u003E\u003Cp\u003EOne student, two staff members, and four faculty members were nominated by their SCP peers and received awards for their achievements over the past year.\u0026nbsp;\u003C\/p\u003E\u003Ch2\u003EStudent Solves Real World Problems\u003C\/h2\u003E\u003Cp\u003E\u003Cstrong\u003EYibin Yang\u003C\/strong\u003E (Ph.D. CS 2025) was awarded a 2025 Dissertation Award for his thesis on zero-knowledge proofs in real-world problems. SCP Professor and Senior Associate Chair \u003Cstrong\u003EVlad Kolesnikov\u0026nbsp;\u003C\/strong\u003Eadvised Yang and acknowledged that Yang\u2019s work advances the field of cryptography.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EYang contributed to the advancement of zero-knowledge proofs and multi-party computations, while also building toolchains that are faster and more usable than existing systems. His work earned a \u003Ca href=\u0022https:\/\/www.cc.gatech.edu\/news\/cryptographic-research-receives-distinguished-paper-award-acm-ccs-23\u0022\u003Edistinguished paper award\u003C\/a\u003E at the 2023 ACM CCS, and he also served as an RSAC Security Scholar.\u003C\/p\u003E\u003Ch2\u003EStaff Lead the Way\u003C\/h2\u003E\u003Cp\u003EIn the staff category, \u003Cstrong\u003EMary Helen Hayes\u003C\/strong\u003E was awarded the Outstanding Staff Leadership Award, and \u003Cstrong\u003EGina Anderson\u003C\/strong\u003E received the Ruthie Book Outstanding Staff Team Member Award.\u003C\/p\u003E\u003Cp\u003EThe Outstanding Staff Leadership Award is given to a full-time administrative staff member in recognition of an outstanding record of leadership that has resulted in a significant positive impact on the College of Computing, the Institute, or the computing community. Hayes was nominated by four faculty and staff members for this award for her steady presence in SCP since she began her role as director of research operations in 2024.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EThe Ruthie Book Outstanding Staff Team Member Award is presented to a staff member in recognition of their outstanding performance in honor of Ruthie Book, who exemplified excellence in her work. Anderson was nominated by SCP faculty and staff for her outstanding leadership and mentorship as assistant director of business operations.\u003C\/p\u003E\u003Cp\u003EBoth received praise for their hard work from the college as well as from their supervisor, Senior Academic Officer \u003Cstrong\u003EJan Morian\u003C\/strong\u003E.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cI am so incredibly proud of our staff in the School of Cybersecurity and Privacy who won awards this year at the College of Computing Annual Awards ceremony,\u201d she said.\u003C\/p\u003E\u003Cp\u003E\u201cMary Helen Hayes and Regina Anderson are truly outstanding staff members who exemplify Georgia Tech\u2019s values. Their leadership has contributed substantially to the success of the school.\u201d\u003C\/p\u003E\u003Ch2\u003ECybersecurity Faculty Net Four Awards\u003C\/h2\u003E\u003Cp\u003EThe College of Computing also recognized four SCP faculty members for excellence in teaching and research during the college\u2019s annual award ceremony.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EAssistant Professor \u003Ca href=\u0022https:\/\/scp.cc.gatech.edu\/external-news\/new-faculty-wants-secure-ai-wild\u0022\u003E\u003Cstrong\u003ETeodora Baluta\u003C\/strong\u003E\u003C\/a\u003E received the Junior Faculty Teaching Award for developing a new graduate-level course that brought together generative artificial intelligence (AI) security, adversarial machine learning, cryptography, and differential privacy. Her nominator, SCP Associate Professor Vassilis Zikas, said the course bridged a critical gap in a rapidly evolving area of computing.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EFor his role in leading \u003Ca href=\u0022https:\/\/team-atlanta.github.io\/\u0022\u003ETeam Atlanta\u003C\/a\u003E to victory in the \u003Ca href=\u0022https:\/\/www.cc.gatech.edu\/news\/georgia-tech-makes-history-wins-darpa-challenge\u0022\u003EDARPA AI Cyber Challenge\u003C\/a\u003E, Professor\u0026nbsp;\u003Cstrong\u003ETaesoo Kim\u003C\/strong\u003E received the Outstanding Senior Faculty Research Award. His nominator, Regents Professor \u003Cstrong\u003EWenke Lee\u003C\/strong\u003E, praised the team\u2019s performance, which not only won the competition but also beat the combined score of all other competitors. The AI developed by Team Atlanta is now open sourced with the \u003Ca href=\u0022https:\/\/www.cc.gatech.edu\/news\/competition-community-how-team-atlantas-ai-cybersecurity-breakthrough-going-open-source\u0022\u003EOpen Source Security Foundation\u003C\/a\u003E.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EAssociate Professor \u003Cstrong\u003EFrank Li\u003C\/strong\u003E received the Junior Faculty Research Award for establishing world-class research \u003Ca href=\u0022https:\/\/faculty.cc.gatech.edu\/~frankli\/beeslab.html\u0022\u003EBEES Lab\u003C\/a\u003E at Georgia Tech. One of his nominators, Associate Professor \u003Cstrong\u003ESaman Zonouz\u003C\/strong\u003E, put Li\u2019s name forward for his work empirically evaluating and improving internet security and privacy from an operational standpoint.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EFinally, Associate Professor\u0026nbsp;\u003Cstrong\u003EBrendan Saltaformaggio\u003C\/strong\u003E received\u0026nbsp;the Mid-Career Faculty Research Award. Zikas nominated him for establishing internationally recognized research in cybersecurity forensics, malware analysis, AI security, and software supply chain security. Saltaformaggio\u2019s research highlights include the discovery of over \u003Ca href=\u0022https:\/\/www.cc.gatech.edu\/news\/follow-money-2-billion-crypto-scams-found-ethereum\u0022\u003E$2 billion in stolen funds\u003C\/a\u003E on the Ethereum blockchain.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u0022We know SCP faculty conduct highly impactful research that is of the highest quality,\u201d said SCP Interim Chair \u003Cstrong\u003EMustaque Ahamad\u003C\/strong\u003E. \u201cOur faculty receiving research awards at all levels recognizes this and shows how we are working to realize SCP\u2019s vision of creating security for everyone and everything.\u0022\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003ESeven members of the \u003Ca href=\u0022https:\/\/scp.cc.gatech.edu\/\u0022\u003ESchool of Cybersecurity and Privacy\u003C\/a\u003E (SCP) community were recognized for their leadership and excellence on Monday afternoon at the 35th Annual College of Computing Awards Ceremony.\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Seven members of the School of Cybersecurity and Privacy (SCP) community were recognized for their leadership and excellence on Monday afternoon at the 35th Annual College of Computing Awards Ceremony."}],"uid":"36253","created_gmt":"2026-04-23 17:30:25","changed_gmt":"2026-04-24 13:54:18","author":"John Popham","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2026-04-23T00:00:00-04:00","iso_date":"2026-04-23T00:00:00-04:00","tz":"America\/New_York"},"extras":[],"hg_media":{"680047":{"id":"680047","type":"image","title":"CoC-Awards-Spring-webcopy.jpg","body":null,"created":"1776965449","gmt_created":"2026-04-23 17:30:49","changed":"1776965449","gmt_changed":"2026-04-23 17:30:49","alt":"A photo of a group of people","file":{"fid":"264281","name":"CoC-Awards-Spring-webcopy.jpg","image_path":"\/sites\/default\/files\/2026\/04\/23\/CoC-Awards-Spring-webcopy.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/04\/23\/CoC-Awards-Spring-webcopy.jpg","mime":"image\/jpeg","size":1800631,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/04\/23\/CoC-Awards-Spring-webcopy.jpg?itok=8JGy7wzZ"}},"680046":{"id":"680046","type":"image","title":"Teodora-CoC-Awards-Spring-2026_MG_0187.jpg","body":"\u003Cp\u003E\u003Cem\u003EAssistant Professor Teodora Baluta receiving the Junior Faculty Teaching Award. Photos by Terence Rushin\/College of Computing\u003C\/em\u003E\u003C\/p\u003E","created":"1776965449","gmt_created":"2026-04-23 17:30:49","changed":"1777037484","gmt_changed":"2026-04-24 13:31:24","alt":"A woman accepting a certificate.","file":{"fid":"264280","name":"CoC-Awards-Spring-2026_MG_0187.jpg","image_path":"\/sites\/default\/files\/2026\/04\/23\/CoC-Awards-Spring-2026_MG_0187.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/04\/23\/CoC-Awards-Spring-2026_MG_0187.jpg","mime":"image\/jpeg","size":8044523,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/04\/23\/CoC-Awards-Spring-2026_MG_0187.jpg?itok=VOZBsEp8"}},"680057":{"id":"680057","type":"image","title":"Gina-CoC-Awards-Spring-2026_86A0051-1-.jpg","body":"\u003Cp\u003E\u003Cem\u003ECollege of Computing Dean Vivek Sarkar\u0026nbsp;(left) stands with Assistant Director of Business Operations\u0026nbsp;Regina Anderson, recipient of the Ruthie Book Outstanding Staff Team Member Award. Photos by Terence Rushin\/College of Computing\u003C\/em\u003E\u003C\/p\u003E","created":"1777035510","gmt_created":"2026-04-24 12:58:30","changed":"1777035510","gmt_changed":"2026-04-24 12:58:30","alt":"A man and a woman shake hands in front of a step and repeat banner. The woman is holding a certificate.","file":{"fid":"264288","name":"CoC-Awards-Spring-2026_86A0051-1-.jpg","image_path":"\/sites\/default\/files\/2026\/04\/24\/CoC-Awards-Spring-2026_86A0051-1-.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/04\/24\/CoC-Awards-Spring-2026_86A0051-1-.jpg","mime":"image\/jpeg","size":20979588,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/04\/24\/CoC-Awards-Spring-2026_86A0051-1-.jpg?itok=R6w555C4"}},"680056":{"id":"680056","type":"image","title":"Mary Helen-CoC-Awards-Spring-2026_86A0049.jpg","body":"\u003Cp\u003E\u003Cem\u003ECollege of Computing Dean Vivek Sarkar\u0026nbsp;(left) stands with Director of Research Operations\u0026nbsp;Mary Helen Hayes, recipient of the Outstanding Staff Leadership Award. Photos by Terence Rushin\/College of Computing\u003C\/em\u003E\u003C\/p\u003E","created":"1777035510","gmt_created":"2026-04-24 12:58:30","changed":"1777035510","gmt_changed":"2026-04-24 12:58:30","alt":"A man and a woman shake hands in front of a step and repeat banner. The woman is holding a certificate.","file":{"fid":"264287","name":"CoC-Awards-Spring-2026_86A0049.jpg","image_path":"\/sites\/default\/files\/2026\/04\/24\/CoC-Awards-Spring-2026_86A0049.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/04\/24\/CoC-Awards-Spring-2026_86A0049.jpg","mime":"image\/jpeg","size":19616005,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/04\/24\/CoC-Awards-Spring-2026_86A0049.jpg?itok=vOgkdmcd"}},"680053":{"id":"680053","type":"image","title":"Taeosoo-CoC-Awards-Spring-2026_86A0026.jpg","body":"\u003Cp\u003E\u003Cem\u003ECollege of Computing Dean Vivek Sarkar\u0026nbsp;(left) stands with Professor Taesoo Kim, recipient of the Outstanding Senior Faculty Research Award. Photos by Terence Rushin\/College of Computing\u003C\/em\u003E\u003C\/p\u003E","created":"1777035510","gmt_created":"2026-04-24 12:58:30","changed":"1777035510","gmt_changed":"2026-04-24 12:58:30","alt":"Two men shaking hands and standing in front of a step and repeat banner","file":{"fid":"264284","name":"CoC-Awards-Spring-2026_86A0026.jpg","image_path":"\/sites\/default\/files\/2026\/04\/24\/CoC-Awards-Spring-2026_86A0026.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/04\/24\/CoC-Awards-Spring-2026_86A0026.jpg","mime":"image\/jpeg","size":26123520,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/04\/24\/CoC-Awards-Spring-2026_86A0026.jpg?itok=ue8yb6hR"}},"680055":{"id":"680055","type":"image","title":"Frank-CoC-Awards-Spring-2026_86A0029.jpg","body":"\u003Cp\u003E\u003Cem\u003ECollege of Computing Dean Vivek Sarkar\u0026nbsp;(left) stands with Associate Professor Frank Li, recipient of the Junior Faculty Research Award. Photos by Terence Rushin\/College of Computing\u003C\/em\u003E\u003C\/p\u003E","created":"1777035510","gmt_created":"2026-04-24 12:58:30","changed":"1777035510","gmt_changed":"2026-04-24 12:58:30","alt":"Two men shaking hands. One is holding a certificate. They are standing in front of a step and repest banner.","file":{"fid":"264286","name":"CoC-Awards-Spring-2026_86A0029.jpg","image_path":"\/sites\/default\/files\/2026\/04\/24\/CoC-Awards-Spring-2026_86A0029.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/04\/24\/CoC-Awards-Spring-2026_86A0029.jpg","mime":"image\/jpeg","size":23848897,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/04\/24\/CoC-Awards-Spring-2026_86A0029.jpg?itok=DpdB8XRZ"}},"680054":{"id":"680054","type":"image","title":"Brendan-CoC-Awards-Spring-2026_86A0027.jpg","body":"\u003Cp\u003E\u003Cem\u003ECollege of Computing Dean Vivek Sarkar\u0026nbsp;(left) stands with Associate Professor Brendan Saltaformaggio, recipient of the Mid-Career Faculty Research Award. Photos by Terence Rushin\/College of Computing\u003C\/em\u003E\u003C\/p\u003E","created":"1777035510","gmt_created":"2026-04-24 12:58:30","changed":"1777035510","gmt_changed":"2026-04-24 12:58:30","alt":"Two men shaking hands and holding a certificate.","file":{"fid":"264285","name":"CoC-Awards-Spring-2026_86A0027.jpg","image_path":"\/sites\/default\/files\/2026\/04\/24\/CoC-Awards-Spring-2026_86A0027.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/04\/24\/CoC-Awards-Spring-2026_86A0027.jpg","mime":"image\/jpeg","size":25351491,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/04\/24\/CoC-Awards-Spring-2026_86A0027.jpg?itok=6ShvW-6v"}}},"media_ids":["680047","680046","680057","680056","680053","680055","680054"],"groups":[{"id":"47223","name":"College of Computing"},{"id":"660367","name":"School of Cybersecurity and Privacy"}],"categories":[{"id":"153","name":"Computer Science\/Information Technology and Security"}],"keywords":[],"core_research_areas":[{"id":"145171","name":"Cybersecurity"}],"news_room_topics":[],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003EJohn Popham\u003C\/p\u003E\u003Cp\u003ECommunications Officer II at the School of Cybersecurity and Privacy\u003C\/p\u003E","format":"limited_html"}],"email":["jpopham3@gatech.edu"],"slides":[],"orientation":[],"userdata":""}},"689931":{"#nid":"689931","#data":{"type":"news","title":"From Competition to Community: How Team Atlanta\u2019s AI Cybersecurity Breakthrough Is Going Open Source","body":[{"value":"\u003Cp\u003EWhen \u003Ca href=\u0022https:\/\/team-atlanta.github.io\/\u0022\u003ETeam Atlanta\u003C\/a\u003E claimed first place in the \u003Ca href=\u0022https:\/\/www.cc.gatech.edu\/news\/georgia-tech-makes-history-wins-darpa-challenge\u0022\u003EDARPA AI Cyber Challenge\u003C\/a\u003E last year, they weren\u2019t just celebrating a win\u2014they were demonstrating that artificial intelligence (AI) could autonomously detect and patch software vulnerabilities at a scale once considered impossible.\u003C\/p\u003E\u003Cp\u003ENow, the team is working with the Linux Foundation and the \u003Ca href=\u0022https:\/\/openssf.org\/\u0022\u003EOpen Source Security Foundation\u003C\/a\u003E (OpenSSF) to ensure that its breakthrough doesn\u2019t remain confined to a competition environment. The team\u2019s new initiative, \u003Ca href=\u0022https:\/\/openssf.org\/projects\/oss-crs\/\u0022\u003EOSS-CRS\u003C\/a\u003E, aims to standardize and operationalize cyber reasoning systems (CRSs) for real-world use.\u003C\/p\u003E\u003Cp\u003E\u201cThe AI Cyber Challenge pushed the boundaries of autonomous software security, with seven teams developing systems capable of finding and remediating vulnerabilities at scale,\u201d said \u003Cstrong\u003EAndrew Chin\u003C\/strong\u003E, a Georgia Tech Ph.D. student and lead on the OSS-CRS program.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cHowever, after the competition\u2019s conclusion, it has been difficult to apply these advancements to the open-source community due to infrastructure incompatibilities and the lack of long-term maintenance for the open-sourced CRS implementations.\u201d\u003C\/p\u003E\u003Cp\u003ETo address this gap, Georgia Tech\u2019s \u003Ca href=\u0022https:\/\/gts3.org\/\u0022\u003ESystems Software Lab\u003C\/a\u003E (SSLab), directed by Professor \u003Cstrong\u003ETaesoo Kim\u003C\/strong\u003E, is leading the development of OSS-CRS, which provides both a common framework for CRS development and the infrastructure needed to deploy these systems seamlessly across open-source projects.\u003C\/p\u003E\u003Cp\u003EAs part of this effort, the team has ported its competition-winning system, Atlantis, into the OSS-CRS framework. The move makes it compatible with laptops and other everyday machines with flexible resource and budget configurations.\u003C\/p\u003E\u003Cp\u003EInteroperability is also central to the framework\u2019s design. Atlantis can be combined with other CRSs to improve performance, including systems developed by fellow AIxCC finalists and newer agentic, command-line-based tools. This modular approach reflects a key lesson the team learned from the competition: collaboration between systems can outperform any single solution.\u003C\/p\u003E\u003Cp\u003EOSS-CRS has been accepted as a \u003Ca href=\u0022https:\/\/github.com\/ossf\/oss-crs\u0022\u003Esandbox project\u003C\/a\u003E within OpenSSF\u2019s AI\/ML Security Working Group, a milestone that brings added technical guidance and community support to the project. This includes:\u003C\/p\u003E\u003Cul\u003E\u003Cli\u003EAccess to mentorship\u003C\/li\u003E\u003Cli\u003EDedicated working group meetings\u003C\/li\u003E\u003Cli\u003EBroader visibility through industry events, publications, and outreach efforts\u003C\/li\u003E\u003C\/ul\u003E\u003Cp\u003EThe collaboration will also foster stronger connections with open-source maintainers, helping streamline vulnerability disclosure and remediation workflows.\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003ETeam Atlanta, winners of the DARPA AI Cyber Challenge, are turning their competition-winning AI cybersecurity system into a real-world tool for the open-source community. In partnership with the Linux Foundation and the Open Source Security Foundation, the team has launched OSS-CRS, a framework designed to standardize and deploy autonomous cyber reasoning systems at scale. By open sourcing their technology and enabling collaboration between multiple AI systems, the initiative aims to make it easier to detect and fix software vulnerabilities\u2014strengthening the security of critical open-source infrastructure worldwide.\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Team Atlanta, winners of the DARPA AI Cyber Challenge, are turning their competition-winning AI cybersecurity system into a real-world tool for the open-source community."}],"uid":"36253","created_gmt":"2026-04-21 17:28:31","changed_gmt":"2026-04-22 17:50:03","author":"John Popham","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2026-04-21T00:00:00-04:00","iso_date":"2026-04-21T00:00:00-04:00","tz":"America\/New_York"},"extras":[],"hg_media":{"680033":{"id":"680033","type":"image","title":"AIxCC-2025-27-web-copy.jpg","body":null,"created":"1776880174","gmt_created":"2026-04-22 17:49:34","changed":"1776880174","gmt_changed":"2026-04-22 17:49:34","alt":"A group of people standing inside of a convention hall. ","file":{"fid":"264266","name":"AIxCC-2025-27-web-copy.jpg","image_path":"\/sites\/default\/files\/2026\/04\/22\/AIxCC-2025-27-web-copy.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/04\/22\/AIxCC-2025-27-web-copy.jpg","mime":"image\/jpeg","size":1078593,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/04\/22\/AIxCC-2025-27-web-copy.jpg?itok=6t8OfTPC"}}},"media_ids":["680033"],"groups":[{"id":"47223","name":"College of Computing"},{"id":"1188","name":"Research Horizons"},{"id":"660367","name":"School of Cybersecurity and Privacy"}],"categories":[{"id":"153","name":"Computer Science\/Information Technology and Security"}],"keywords":[],"core_research_areas":[{"id":"193655","name":"Artificial Intelligence at Georgia Tech"},{"id":"145171","name":"Cybersecurity"},{"id":"39501","name":"People and Technology"}],"news_room_topics":[],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003EJohn Popham\u003C\/p\u003E\u003Cp\u003ECommunications Officer II at the School of Cybersecurity and Privacy\u003C\/p\u003E","format":"limited_html"}],"email":["jpopham3@gatech.edu"],"slides":[],"orientation":[],"userdata":""}},"689945":{"#nid":"689945","#data":{"type":"news","title":"Zoo Atlanta Elephants Embrace New GT-Designed Interactive Enrichment Wall","body":[{"value":"\u003Cp\u003ETitan, Msholo, Kelly, and Tara are just like any other African elephants \u2014 intelligent creatures that require mental stimulation in their everyday lives.\u003C\/p\u003E\u003Cp\u003EThey would normally get this in their natural habitats while foraging for food and staying alert to predators that might target calves.\u003C\/p\u003E\u003Cp\u003EHowever,\u0026nbsp;\u003Ca href=\u0022https:\/\/zooatlanta.org\/animal\/african-elephant\/\u0022\u003Ethe four elephants reside at Zoo Atlanta\u003C\/a\u003E, so they don\u2019t have to worry about these things.\u003C\/p\u003E\u003Cp\u003EThat\u2019s why zoo caretakers are always on the lookout for better ways to help their elephants exercise their brains.\u003C\/p\u003E\u003Cp\u003EThe caretakers at Zoo Atlanta found one when they met\u0026nbsp;\u003Ca href=\u0022https:\/\/www.ariannamastali.org\/\u0022\u003E\u003Cstrong\u003EArianna Mastali\u003C\/strong\u003E\u003C\/a\u003E, a Ph.D. student in Georgia Tech\u2019s School of Interactive Computing. Mastali designed an audio enrichment wall to help stimulate Zoo Atlanta\u2019s elephants.\u003C\/p\u003E\u003Cp\u003EMany zoos build concrete enrichment walls to foster elephant problem-solving and critical thinking. The walls usually have holes for the elephants to reach through with their trunks as they search for food, treats, or playful objects on the other side.\u003C\/p\u003E\u003Cp\u003EMastali enhanced Zoo Atlanta\u2019s enrichment wall by adding an interactive audio component. A nearby speaker system emits distinctive low-frequency tones when an elephant sticks its trunk into a hole.\u003C\/p\u003E\u003Cp\u003E\u201cThey\u2019re intelligent creatures that require a lot of complexity in their habitat,\u201d Mastali said. \u201cWe wanted to add to that complexity while giving them more control.\u201d\u003C\/p\u003E\u003Ch4\u003E\u003Cstrong\u003EExperimenting in the Wild\u003C\/strong\u003E\u003C\/h4\u003E\u003Cp\u003EMastali\u2019s system uses cameras and computer vision to detect when an elephant\u2019s trunk is inside a hole and then sends a signal to the speakers to play a sound.\u003C\/p\u003E\u003Cp\u003EMastali is a member of the\u0026nbsp;\u003Ca href=\u0022https:\/\/animalab.cc.gatech.edu\/\u0022\u003EGeorgia Tech Animal Lab\u003C\/a\u003E, directed by School of IC professor\u0026nbsp;\u003Ca href=\u0022https:\/\/www.cc.gatech.edu\/people\/melody-jackson\u0022\u003E\u003Cstrong\u003EMelody Jackson\u003C\/strong\u003E\u003C\/a\u003E. The lab often uses sensing technology to enhance animal wellness.\u003C\/p\u003E\u003Cp\u003EMastali said she tried incorporating sensing devices into her project several times. She constructed an insert made of PVC pipe and attached a sensor to its base that used infrared beams to detect the elephant\u2019s trunk.\u003C\/p\u003E\u003Cp\u003EHowever, she said it was difficult to account for the elephants\u2019 strength. Their trunks would break the insert after a day or two.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EShe pivoted toward computer vision to remove the risk of damage and keep the enrichment wall as close to natural as possible.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cA big lesson we learned was that using existing materials the elephants are already familiar with was the best way to do things, and it simplified our design process,\u201d she said.\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003EShane Rosse\u003C\/strong\u003E, a student in Georgia Tech\u2019s\u0026nbsp;\u003Ca href=\u0022https:\/\/omscs.gatech.edu\/\u0022\u003EOnline Master of Science in Computer Science\u003C\/a\u003E (OMSCS) program, assisted Mastali with the computer vision component.\u003C\/p\u003E\u003Ch4\u003E\u003Cstrong\u003EEnhancing Environmental Enrichment\u003C\/strong\u003E\u003C\/h4\u003E\u003Cp\u003EMastali observed the elephants\u2019 behavior at the wall seven days before and seven days after the installation of the audio enrichment system.\u003C\/p\u003E\u003Cp\u003EThe number of times the elephants approached the wall after installation increased by 176%, and time spent at the wall increased by 71%\u003C\/p\u003E\u003Cp\u003E\u201cWe weren\u2019t sure at first if they would care that much, so it was great to see how much time they spent at the wall, especially our less dominant females,\u201d said Kirby Miller, senior elephant caretaker at Zoo Atlanta. \u201cThey seem to like it the most.\u201d\u003C\/p\u003E\u003Cp\u003EMiller said the elephants used to only approach the wall when they knew there was food behind it. That started to change after the audio enrichment system was installed.\u003C\/p\u003E\u003Cp\u003E\u201cWe would be off somewhere else, and we\u2019d hear the speaker playing the sounds, and we knew there wasn\u2019t any food back there,\u201d Miller said. \u201cTara had her trunk in one of the holes, just listening to the sound. That let us know they do like it, and they\u2019re very curious about it.\u201d\u003C\/p\u003E\u003Cp\u003EMiller said because elephants have sharp memories and acute senses of hearing and smell, their habitats must be designed with that in mind.\u003C\/p\u003E\u003Cp\u003EZoo Atlanta\u2019s African Savanna elephant habitat was redesigned in 2019. In addition to the enrichment wall, it includes a bathing pond, two waterfalls, and swing boom devices that hold hay for elephants to eat as they would in the wild.\u003C\/p\u003E\u003Cp\u003EMiller said elephants sheltered at any zoo or conservation would benefit from enrichment devices enhanced by technology.\u003C\/p\u003E\u003Cp\u003E\u201cI think anything they can participate in that gives them choice and control is great for all zoo elephants,\u201d she said. \u201cIt depends on the elephants, but with our elephants, they can hear much higher frequencies than we can. That noise isn\u2019t that loud for us, but for them, they\u2019re feeling that noise, and they can hear much more, which makes it more stimulating for them.\u201d\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EGeorgia Tech Ph.D. student Arianna Mastali designed an interactive audio enrichment wall for Zoo Atlanta\u0027s four African elephants. A speaker system plays low-frequency tones when an elephant inserts its trunk into one of the wall\u0027s holes, deteced by computer vision.\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Georgia Tech is working with Zoo Atlanta to design an audio enrichment wall for African elephants."}],"uid":"36530","created_gmt":"2026-04-22 14:20:53","changed_gmt":"2026-04-22 14:44:15","author":"Nathan Deen","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2026-04-22T00:00:00-04:00","iso_date":"2026-04-22T00:00:00-04:00","tz":"America\/New_York"},"extras":[],"hg_media":{"680026":{"id":"680026","type":"image","title":"DSC_2500.jpeg","body":null,"created":"1776867679","gmt_created":"2026-04-22 14:21:19","changed":"1776867679","gmt_changed":"2026-04-22 14:21:19","alt":"Arianna Mastali stands in front of an African elephant in the background at Zoo Atlanta.","file":{"fid":"264259","name":"DSC_2500.jpeg","image_path":"\/sites\/default\/files\/2026\/04\/22\/DSC_2500.jpeg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/04\/22\/DSC_2500.jpeg","mime":"image\/jpeg","size":203094,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/04\/22\/DSC_2500.jpeg?itok=g1EF8go7"}},"680027":{"id":"680027","type":"image","title":"DSC_0455.jpeg","body":null,"created":"1776867787","gmt_created":"2026-04-22 14:23:07","changed":"1776867787","gmt_changed":"2026-04-22 14:23:07","alt":"Elephant at Zoo Atlanta sticks its trunk into a hole in the enrichment wall","file":{"fid":"264260","name":"DSC_0455.jpeg","image_path":"\/sites\/default\/files\/2026\/04\/22\/DSC_0455.jpeg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/04\/22\/DSC_0455.jpeg","mime":"image\/jpeg","size":429358,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/04\/22\/DSC_0455.jpeg?itok=7sLBTWa8"}},"680028":{"id":"680028","type":"image","title":"DSC_0522.jpeg","body":null,"created":"1776867847","gmt_created":"2026-04-22 14:24:07","changed":"1776867847","gmt_changed":"2026-04-22 14:24:07","alt":"Elephant uses its trunk to grab hay that is suspended in the air","file":{"fid":"264261","name":"DSC_0522.jpeg","image_path":"\/sites\/default\/files\/2026\/04\/22\/DSC_0522.jpeg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/04\/22\/DSC_0522.jpeg","mime":"image\/jpeg","size":455927,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/04\/22\/DSC_0522.jpeg?itok=7GaCnto5"}},"680029":{"id":"680029","type":"image","title":"DSC_0500.jpeg","body":null,"created":"1776867908","gmt_created":"2026-04-22 14:25:08","changed":"1776867908","gmt_changed":"2026-04-22 14:25:08","alt":"Zoo Atlanta visitor walk past the elephant exhibit with an elephant in the background","file":{"fid":"264262","name":"DSC_0500.jpeg","image_path":"\/sites\/default\/files\/2026\/04\/22\/DSC_0500.jpeg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/04\/22\/DSC_0500.jpeg","mime":"image\/jpeg","size":235033,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/04\/22\/DSC_0500.jpeg?itok=0F8wEbaE"}},"680030":{"id":"680030","type":"video","title":"Play That Trunk Music: Elephant Enrichment x Computer Science","body":"\u003Cp\u003EElephants require mental stimulation in their everyday lives, which is why Zoo Atlanta redesigned its African Savanna habitat that shelters four African elephants in 2019. The habitat includes an elephant enrichment wall that has numerous holes for elephants to stick their trunks into as they search for food on the other side.\u003C\/p\u003E\u003Cp\u003EThe elephant enrichment wall at Zoo Atlanta recently received an upgrade thanks to a Georgia Tech Ph.D. student. Arianna Mastali designed an audio enrichment system that uses computer vision to detect when an elephant sticks its trunk into the enrichment wall as it searches for food. The system then sends a signal to play a unique tone from a nearby speaker that corresponds to each hole. So far, Mastali has found that elephant wall interactions have increased by 176%, and the elephants are visiting the wall even when there isn\u0027t food behind it.\u003C\/p\u003E","created":"1776868980","gmt_created":"2026-04-22 14:43:00","changed":"1776868980","gmt_changed":"2026-04-22 14:43:00","video":{"youtube_id":"ANlIAhp4YTs","video_url":"https:\/\/www.youtube.com\/watch?v=ANlIAhp4YTs"}}},"media_ids":["680026","680027","680028","680029","680030"],"groups":[{"id":"47223","name":"College of Computing"},{"id":"1188","name":"Research Horizons"},{"id":"50876","name":"School of Interactive Computing"}],"categories":[{"id":"42901","name":"Community"},{"id":"153","name":"Computer Science\/Information Technology and Security"},{"id":"8862","name":"Student Research"}],"keywords":[{"id":"188776","name":"go-research"},{"id":"187915","name":"go-researchnews"},{"id":"9153","name":"Research Horizons"},{"id":"6765","name":"zoo atlanta"},{"id":"174264","name":"elephants"},{"id":"3237","name":"enrichment"},{"id":"104701","name":"animal computer interaction lab"}],"core_research_areas":[],"news_room_topics":[],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[],"email":[],"slides":[],"orientation":[],"userdata":""}},"689932":{"#nid":"689932","#data":{"type":"news","title":"Vision AI Models Improve Decision Making in Manufacturing, Energy, and Finance","body":[{"value":"\u003Cp\u003EGenerative artificial intelligence (AI) is best known for creating images and text. Now, it is helping industries make better planning decisions.\u003C\/p\u003E\u003Cp\u003EGeorgia Tech researchers have created a new AI model for decision-focused learning (DFL), called Diffusion-DFL. Recent tests showed it makes more accurate decisions than current approaches.\u003C\/p\u003E\u003Cp\u003EAlong with optimizing industrial output, Diffusion-DFL lowers costs and reduces risk. Experiments also showed it performs across different fields.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u003Ca href=\u0022https:\/\/arxiv.org\/abs\/2510.11590\u0022\u003E\u003Cstrong\u003EDiffusion-DFL\u003C\/strong\u003E\u003C\/a\u003E doesn\u2019t just surpass current methods; it also predicts more accurately as problem sizes grow. The model requires less computing power despite these high-performance marks, making it more accessible to smaller enterprises.\u003C\/p\u003E\u003Cp\u003EDiffusion-DFL runs on diffusion models, the same technology that powers DALL-E and other AI image generators. It is the first DFL framework based on diffusion models.\u003C\/p\u003E\u003Cp\u003E\u201cAnyone who makes high-stakes decisions under uncertainty, including supply chain managers, energy operators, and financial planners, benefits from Diffusion-DFL,\u201d said\u0026nbsp;\u003Ca href=\u0022https:\/\/www.zihaozhao.site\/\u0022\u003E\u003Cstrong\u003EZihao Zhao\u003C\/strong\u003E\u003C\/a\u003E, a Georgia Tech Ph.D. student who led the project.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cInstead of optimizing around a single forecast, the model evaluates many possible scenarios, so decisions account for real-world risk and become more robust.\u201d\u003C\/p\u003E\u003Cp\u003E[\u003Ca href=\u0022https:\/\/sites.gatech.edu\/research\/iclr-2026\/\u0022\u003E\u003Cstrong\u003ERelated: GT @ ICLR 2026\u003C\/strong\u003E\u003C\/a\u003E]\u003C\/p\u003E\u003Cp\u003ETo test Diffusion-DFL, the team ran experiments based on real-world settings, including:\u003C\/p\u003E\u003Cul\u003E\u003Cli\u003EFactory manufacturing to meet product demand\u003C\/li\u003E\u003Cli\u003EPower grid scheduling to meet energy demand\u003C\/li\u003E\u003Cli\u003EStock market portfolio optimization\u003C\/li\u003E\u003C\/ul\u003E\u003Cp\u003EIn each case, Diffusion-DFL made more accurate decisions than current methods. It also performed better as problems became larger and more complex. These results confirm the model\u2019s ability to make important decisions in real-world scenarios with noisy data and uncertainty.\u003C\/p\u003E\u003Cp\u003EThe experiments also show that Diffusion-DFL is practical, not just accurate. Training diffusion models is expensive, so the team developed a way to reduce memory use. This cut training costs by more than 99.7%. As a result, Diffusion-DFL can reach more researchers and practitioners.\u003C\/p\u003E\u003Cp\u003E\u201cOur score-function estimator cuts GPU memory from over 60 gigabytes to 0.13 with almost no loss in decision quality, reducing the requirement for massive computing resources,\u201d Zhao said. \u201cI hope this expands Diffusion-DFL into other domains, like healthcare, where decisions must be made quickly under complex uncertainty.\u0022\u003C\/p\u003E\u003Cp\u003EBeyond decision-making applications, Diffusion-DFL marks a shift in DFL techniques and in the broader use of generative AI models.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EIn supply chain management, planners estimate future demand before deciding how much product to stock. In this DFL problem, engineers align ML models with predetermined decision objectives, like minimizing risk or reducing costs.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EOne flaw of DFL methods is that they optimize around a single, deterministic prediction in an uncertain future.\u003C\/p\u003E\u003Cp\u003EDiffusion-DFL takes a different approach. Instead of making a single guess, it determines a range of possible outcomes. This leads to decisions based on many likely scenarios, rather than on a single assumed future.\u003C\/p\u003E\u003Cp\u003ETo do this, the framework uses diffusion models. These generative AI models create high-quality data from images, text, and audio.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EThe forward diffusion process involves adding noise to data until it becomes pure noise. Models trained via forward diffusion can reverse diffusion. This means they can start with noisy data and then produce meaningful insights from training examples.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EReal-world data is often noisy and uncertain. Traditional DFL methods struggle in these conditions, but diffusion models are designed to handle them.\u003C\/p\u003E\u003Cp\u003EBecause of this, Diffusion-DFL can explore many possible outcomes and choose better actions. Like image-generation AI, the model works well with complex data from different sources. This enables its use across different industries.\u003C\/p\u003E\u003Cp\u003E\u201cDiffusion models have achieved significant success in generative AI and image synthesis, but our work shows their potential extends far beyond that,\u201d said\u0026nbsp;\u003Ca href=\u0022https:\/\/guaguakai.com\/\u0022\u003E\u003Cstrong\u003EKai Wang\u003C\/strong\u003E\u003C\/a\u003E, an assistant professor in the\u0026nbsp;\u003Ca href=\u0022https:\/\/cse.gatech.edu\/\u0022\u003E\u003Cstrong\u003ESchool of Computational Science and Engineering\u003C\/strong\u003E\u003C\/a\u003E (CSE).\u003C\/p\u003E\u003Cp\u003E\u201cWhat makes Diffusion-DFL unique is that the specific downstream application guides how the model learns to handle uncertainty.\u003C\/p\u003E\u003Cp\u003E\u201cWhether we are scheduling energy for power grids, balancing risk in financial portfolios, or developing early warning systems in healthcare, we can explicitly train these highly expressive models to navigate the unique complexities of each domain.\u201d\u003C\/p\u003E\u003Cp\u003EZhao and Wang collaborated with Caltech Ph.D. candidate\u0026nbsp;\u003Ca href=\u0022https:\/\/chrisyeh96.github.io\/\u0022\u003E\u003Cstrong\u003EChristopher Yeh\u003C\/strong\u003E\u003C\/a\u003E and Harvard University postdoctoral fellow\u0026nbsp;\u003Ca href=\u0022https:\/\/www.cc.gatech.edu\/news\/alumnus-uses-ai-counter-african-poaching-improve-maternal-healthcare-access\u0022\u003E\u003Cstrong\u003ELingkai Kong\u003C\/strong\u003E\u003C\/a\u003E on Diffusion-DFL. Kong earned his Ph.D. in CSE from Georgia Tech in 2024.\u003C\/p\u003E\u003Cp\u003EWang will present Diffusion-DFL on behalf of the group at the upcoming International Conference on Learning Representations (\u003Ca href=\u0022https:\/\/iclr.cc\/\u0022\u003E\u003Cstrong\u003EICLR 2026\u003C\/strong\u003E\u003C\/a\u003E). Occurring April 23-27 in Rio de Janeiro, ICLR is one of the world\u2019s most prestigious conferences dedicated to artificial intelligence research.\u003C\/p\u003E\u003Cp\u003E\u201cICLR is the perfect stage for Diffusion-DFL because it brings together the exact community that needs to see the bridge between generative modeling and high-stakes decision-making for real-world applications,\u201d Wang said.\u003C\/p\u003E\u003Cp\u003E\u201cPresenting Diffusion-DFL allows us to challenge the traditional training framework of diffusion models. It\u2019s about sparking a broader conversation on how we can align the training objectives of generative AI directly with actual, downstream decision-making needs.\u201d\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EGenerative artificial intelligence (AI) is best known for creating images and text. Now, it is helping industries make better planning decisions.\u003C\/p\u003E\u003Cp\u003EGeorgia Tech researchers have created a new AI model for decision-focused learning (DFL), called Diffusion-DFL. Recent tests showed it makes more accurate decisions than current approaches.\u003C\/p\u003E\u003Cp\u003EAlong with optimizing industrial output, Diffusion-DFL lowers costs and reduces risk. Experiments also showed it performs across different fields.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u003Ca href=\u0022https:\/\/arxiv.org\/abs\/2510.11590\u0022\u003E\u003Cstrong\u003EDiffusion-DFL\u003C\/strong\u003E\u003C\/a\u003E doesn\u2019t just surpass current methods; it also predicts more accurately as problem sizes grow. The model requires less computing power despite these high-performance marks, making it more accessible to smaller enterprises.\u003C\/p\u003E\u003Cp\u003EDiffusion-DFL runs on diffusion models, the same technology that powers DALL-E and other AI image generators. It is the first DFL framework based on diffusion models.\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Georgia Tech researchers have developed Diffusion-DFL, the first decision-focused learning model built on diffusion AI technology. It uses the same engineering behind image generators to help industries make more accurate, lower-cost planning decisions."}],"uid":"36319","created_gmt":"2026-04-21 17:35:24","changed_gmt":"2026-04-21 17:40:39","author":"Bryant Wine","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2026-04-15T00:00:00-04:00","iso_date":"2026-04-15T00:00:00-04:00","tz":"America\/New_York"},"extras":[],"hg_media":{"680015":{"id":"680015","type":"image","title":"Diffusion-DFL-Head-Image.jpg","body":null,"created":"1776792936","gmt_created":"2026-04-21 17:35:36","changed":"1776792936","gmt_changed":"2026-04-21 17:35:36","alt":"ICLR 2026 Diffusion-DFL","file":{"fid":"264248","name":"Diffusion-DFL-Head-Image.jpg","image_path":"\/sites\/default\/files\/2026\/04\/21\/Diffusion-DFL-Head-Image.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/04\/21\/Diffusion-DFL-Head-Image.jpg","mime":"image\/jpeg","size":117435,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/04\/21\/Diffusion-DFL-Head-Image.jpg?itok=2myOXxFR"}}},"media_ids":["680015"],"related_links":[{"url":"https:\/\/www.cc.gatech.edu\/news\/vision-ai-models-improve-decision-making-manufacturing-energy-and-finance","title":"Vision AI Models Improve Decision Making in Manufacturing, Energy, and Finance"}],"groups":[{"id":"1188","name":"Research Horizons"}],"categories":[{"id":"194606","name":"Artificial Intelligence"},{"id":"153","name":"Computer Science\/Information Technology and Security"},{"id":"131","name":"Economic Development and Policy"},{"id":"144","name":"Energy"},{"id":"194609","name":"Industry"},{"id":"194685","name":"Manufacturing"},{"id":"135","name":"Research"},{"id":"8862","name":"Student Research"}],"keywords":[{"id":"187812","name":"artificial intelligence (AI)"},{"id":"10199","name":"Daily Digest"},{"id":"181991","name":"Georgia Tech News Center"},{"id":"9167","name":"machine learning"},{"id":"181689","name":"Institute for Data Science and Engineering"},{"id":"187915","name":"go-researchnews"},{"id":"9153","name":"Research Horizons"},{"id":"194384","name":"Tech AI"},{"id":"7850","name":"EVPR"}],"core_research_areas":[{"id":"193655","name":"Artificial Intelligence at Georgia Tech"},{"id":"39431","name":"Data Engineering and Science"},{"id":"39461","name":"Manufacturing, Trade, and Logistics"}],"news_room_topics":[],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003EBryant Wine, Communications Officer\u003Cbr\u003E\u003Ca href=\u0022mailto:bryant.wine@cc.gatech.edu\u0022\u003Ebryant.wine@cc.gatech.edu\u003C\/a\u003E\u003C\/p\u003E","format":"limited_html"}],"email":[],"slides":[],"orientation":[],"userdata":""}},"689263":{"#nid":"689263","#data":{"type":"news","title":"Transformer Explainer Shows How AI is More Math than Human","body":[{"value":"\u003Cp\u003EWhile people use search engines, chatbots, and generative artificial intelligence tools every day, most don\u2019t know how they work. This sets unrealistic expectations for AI and leads to misuse. It also slows progress toward building new AI applications.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EGeorgia Tech researchers are making AI easier to understand through their work on Transformer Explainer. The free, online tool shows non-experts how ChatGPT, Claude, and other large language models (LLMs) process language.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u003Ca href=\u0022https:\/\/poloclub.github.io\/transformer-explainer\/\u0022\u003ETransformer Explainer\u003C\/a\u003E is easy to use and runs on any web browser. It quickly went viral after its debut, reaching 150,000 users in its first three months. More than 563,000 people worldwide have used the tool so far.\u003C\/p\u003E\u003Cp\u003EGlobal interest in Transformer Explainer continues when the team presents the tool at the 2026 Conference on Human Factors in Computing Systems (\u003Ca href=\u0022https:\/\/chi2026.acm.org\/\u0022\u003ECHI 2026\u003C\/a\u003E). CHI, the world\u2019s most prestigious conference on human-computer interaction, will take place in Barcelona, April 13-17.\u003C\/p\u003E\u003Cp\u003E[\u003Ca href=\u0022https:\/\/sites.gatech.edu\/research\/chi-2026\/\u0022\u003ERelated: GT @ CHI 2026\u003C\/a\u003E]\u003C\/p\u003E\u003Cp\u003E\u201cThere are moments when LLMs can seem almost like a person with their own will and personality, and that misperception has real consequences. For example, there have been cases where teenagers have made poor decisions based on conversations with LLMs,\u201d said Ph.D. student\u0026nbsp;\u003Ca href=\u0022https:\/\/aereeeee.github.io\/\u0022\u003EAeree Cho\u003C\/a\u003E.\u003C\/p\u003E\u003Cp\u003E\u201cUnderstanding that an LLM is fundamentally a model that predicts the probability distribution of the next token helps users avoid taking its outputs as absolute. What you put in shapes what comes out, and that understanding helps people engage with AI more carefully and critically.\u201d\u003C\/p\u003E\u003Cp\u003EA transformer is a neural network architecture that changes data input sequence into an output. Text, audio, and images are forms of processed data, which is why transformers are common in generative AI models. They do this by learning context and tracking mathematical relationships between sequence components.\u003C\/p\u003E\u003Cp\u003ETransformer Explainer demystifies how transformers work. The platform uses visualization and interaction to show, step by step, how text flows through a model and produces predictions.\u003C\/p\u003E\u003Cp\u003EUsing this approach, Transformer Explainer impacts the AI landscape in four main ways:\u003C\/p\u003E\u003Cul\u003E\u003Cli\u003EIt counters hype and misconceptions surrounding AI by showing how transformers work.\u003C\/li\u003E\u003Cli\u003EIt improves AI literacy among users by removing technical barriers and lowering the entry for learning about AI.\u003C\/li\u003E\u003Cli\u003EIt expands AI education by helping instructors teach AI mechanisms without extensive setup or computing resources.\u003C\/li\u003E\u003Cli\u003EIt influences future development of AI tools and educational techniques by providing a blueprint for interpretable AI systems.\u003C\/li\u003E\u003C\/ul\u003E\u003Cp\u003E\u201cWhen I first learned about transformers, I felt overwhelmed. A transformer model has many parts, each with its own complex math. Existing resources typically present all this information at once, making it difficult to see how everything fits together,\u201d said\u0026nbsp;\u003Ca href=\u0022https:\/\/gracekimcy.github.io\/\u0022\u003EGrace Kim\u003C\/a\u003E, a dual B.S.\/M.S. computer science student.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cBy leveraging interactive visualization, we use levels of abstraction to first show the big picture of the entire model. Then users click into individual parts to reveal the underlying details and math. This way, Transformer Explainer makes learning far less intimidating.\u201d\u003C\/p\u003E\u003Cp\u003EMany users don\u2019t know what transformers are or how they work. The Georgia Tech team found that people often misunderstand AI. Some label AI with human-like characteristics, such as creativity. Others even describe it as working like magic.\u003C\/p\u003E\u003Cp\u003EFurthermore, barriers make it hard for students interested in transformers to start learning. Tutorials tend to be too technical and overwhelm beginners with math and code. While visualization tools exist, these often target more advanced AI experts.\u003C\/p\u003E\u003Cp\u003ETransformer Explainer overcomes these obstacles through its interactive, user-focused platform. It runs a familiar GPT model directly in any web browser, requiring no installation or special hardware.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EUsers can enter their own text and watch the model predict the next word in real time. Sankey-style diagrams show how information moves through embeddings, attention heads, and transformer blocks.\u003C\/p\u003E\u003Cp\u003EThe platform also lets users switch between high-level concepts and detailed math. By adjusting temperature settings, users can see how randomness affects predictions. This reveals how probabilities drive AI outputs, rather than creativity.\u003C\/p\u003E\u003Cp\u003E\u201cMillions of people around the world interact with transformer-driven AI. We believe that it is crucial to bridge the gap between day-to-day user experience and the models\u0027 technical reality, ensuring these tools are not misinterpreted as human-like or seen as sentient,\u201d said Ph.D. student\u0026nbsp;\u003Ca href=\u0022https:\/\/www.alexkarpekov.com\/\u0022\u003EAlex Karpekov\u003C\/a\u003E.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cExplaining the architecture helps users recognize that language generated by models is a product of computation, leading to a more grounded engagement with the technology.\u201d\u0026nbsp;\u003C\/p\u003E\u003Cp\u003ECho, Karpekov, and Kim led the development of Transformer Explainer. Ph.D. students\u0026nbsp;\u003Ca href=\u0022https:\/\/alechelbling.com\/\u0022\u003EAlec Helbling\u003C\/a\u003E,\u0026nbsp;\u003Ca href=\u0022https:\/\/seongmin.xyz\/\u0022\u003ESeongmin Lee\u003C\/a\u003E,\u0026nbsp;\u003Ca href=\u0022https:\/\/bhoov.com\/\u0022\u003EBen Hoover\u003C\/a\u003E, and alumni\u0026nbsp;\u003Ca href=\u0022https:\/\/zijie.wang\/\u0022\u003EZijie (Jay) Wang\u003C\/a\u003E (Ph.D. ML-CSE 2024) and \u003Ca href=\u0022https:\/\/minsuk.com\/\u0022\u003EMinsuk Kahng\u003C\/a\u003E (Ph.D. CS-CSE 2019) assisted on the project.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EProfessor\u0026nbsp;\u003Ca href=\u0022https:\/\/poloclub.github.io\/polochau\/\u0022\u003EPolo Chau\u003C\/a\u003E supervised the group and their work. His lab focuses on data science, human-centered AI, and visualization for social good.\u003C\/p\u003E\u003Cp\u003EAcceptance at CHI 2026 stems from the team winning the best poster award at the 2024 IEEE Visualization Conference. This recognition from one of the top venues in visualization research highlights Transformer Explainer\u2019s effectiveness in teaching how transformers work.\u003C\/p\u003E\u003Cp\u003E\u201cTransformer Explainer has reached over half a million learners worldwide,\u201d said Chau, a faculty member in the School of Computational Science and Engineering.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cI\u0027m thrilled to see it extend Georgia Tech\u0027s mission of expanding access to higher education, now to anyone with a web browser.\u201d\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EWhile people use search engines, chatbots, and generative artificial intelligence tools every day, most don\u2019t know how they work. This sets unrealistic expectations for AI and leads to misuse. It also slows progress toward building new AI applications.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EGeorgia Tech researchers are making AI easier to understand through their work on Transformer Explainer. The free, online tool shows non-experts how ChatGPT, Claude, and other large language models (LLMs) process language.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u003Ca href=\u0022https:\/\/poloclub.github.io\/transformer-explainer\/\u0022\u003ETransformer Explainer\u003C\/a\u003E is easy to use and runs on any web browser. It quickly went viral after its debut, reaching 150,000 users in its first three months. More than 563,000 people worldwide have used the tool so far.\u003C\/p\u003E\u003Cp\u003EGlobal interest in Transformer Explainer continues when the team presents the tool at the 2026 Conference on Human Factors in Computing Systems (\u003Ca href=\u0022https:\/\/chi2026.acm.org\/\u0022\u003ECHI 2026\u003C\/a\u003E). CHI, the world\u2019s most prestigious conference on human-computer interaction, will take place in Barcelona, April 13-17.\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Georgia Tech researchers are making AI easier to understand through their work on Transformer Explainer. The free, online tool shows non-experts how ChatGPT, Claude, and other large language models (LLMs) process language, improving AI literacy."}],"uid":"36319","created_gmt":"2026-03-31 16:42:57","changed_gmt":"2026-04-17 18:58:09","author":"Bryant Wine","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2026-03-31T00:00:00-04:00","iso_date":"2026-03-31T00:00:00-04:00","tz":"America\/New_York"},"extras":[],"hg_media":{"679798":{"id":"679798","type":"image","title":"Transformer-Explainer-Head-Image.jpg","body":null,"created":"1774975392","gmt_created":"2026-03-31 16:43:12","changed":"1774975392","gmt_changed":"2026-03-31 16:43:12","alt":"CHI 2026 Transformer Explainer","file":{"fid":"264002","name":"Transformer-Explainer-Head-Image.jpg","image_path":"\/sites\/default\/files\/2026\/03\/31\/Transformer-Explainer-Head-Image.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/03\/31\/Transformer-Explainer-Head-Image.jpg","mime":"image\/jpeg","size":120484,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/03\/31\/Transformer-Explainer-Head-Image.jpg?itok=eryBAi-R"}},"679799":{"id":"679799","type":"image","title":"Transformer-Explainer-Text-Image.jpg","body":null,"created":"1774975428","gmt_created":"2026-03-31 16:43:48","changed":"1774975428","gmt_changed":"2026-03-31 16:43:48","alt":"CHI 2026 Transformer Explainer","file":{"fid":"264003","name":"Transformer-Explainer-Text-Image.jpg","image_path":"\/sites\/default\/files\/2026\/03\/31\/Transformer-Explainer-Text-Image.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/03\/31\/Transformer-Explainer-Text-Image.jpg","mime":"image\/jpeg","size":69012,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/03\/31\/Transformer-Explainer-Text-Image.jpg?itok=0B-WDInX"}}},"media_ids":["679798","679799"],"related_links":[{"url":"https:\/\/www.cc.gatech.edu\/news\/transformer-explainer-shows-how-ai-more-math-human","title":"Transformer Explainer Shows How AI is More Math than Human"}],"groups":[{"id":"47223","name":"College of Computing"},{"id":"1188","name":"Research Horizons"},{"id":"50877","name":"School of Computational Science and Engineering"}],"categories":[{"id":"130","name":"Alumni"},{"id":"194606","name":"Artificial Intelligence"},{"id":"153","name":"Computer Science\/Information Technology and Security"},{"id":"135","name":"Research"},{"id":"134","name":"Student and Faculty"},{"id":"8862","name":"Student Research"}],"keywords":[{"id":"654","name":"College of Computing"},{"id":"166983","name":"School of Computational Science and Engineering"},{"id":"187915","name":"go-researchnews"},{"id":"9153","name":"Research Horizons"},{"id":"10199","name":"Daily Digest"},{"id":"181991","name":"Georgia Tech News Center"},{"id":"170447","name":"Institute for Data Engineering and Science"},{"id":"176858","name":"machine learning center"},{"id":"9167","name":"machine learning"},{"id":"187812","name":"artificial intelligence (AI)"},{"id":"14646","name":"human-computer interaction"},{"id":"192863","name":"go-ai"},{"id":"194384","name":"Tech AI"}],"core_research_areas":[{"id":"193655","name":"Artificial Intelligence at Georgia Tech"},{"id":"39431","name":"Data Engineering and Science"},{"id":"39501","name":"People and Technology"}],"news_room_topics":[],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003EBryant Wine, Communications Officer\u003Cbr\u003E\u003Ca href=\u0022mailto:bryant.wine@cc.gatech.edu\u0022\u003Ebryant.wine@cc.gatech.edu\u003C\/a\u003E\u003C\/p\u003E","format":"limited_html"}],"email":[],"slides":[],"orientation":[],"userdata":""}},"689636":{"#nid":"689636","#data":{"type":"news","title":"Bad Vibes: AI-Generated Code is Vulnerable, Researchers Warn","body":[{"value":"\u003Cp\u003EVibe coding programmers are releasing batches of vulnerable code, according to researchers at the School of Cybersecurity and Privacy (SCP) at Georgia Tech, who have scanned over 43,000 security advisories across the web.\u003C\/p\u003E\u003Cp\u003EThe programming style relies on using generative artificial intelligence (AI) to create software code using tools like Claude, Gemini, and GitHub Copilot. According to graduate research assistant \u003Cstrong\u003EHanqing Zhao\u003C\/strong\u003E of the \u003Ca href=\u0022https:\/\/gts3.org\/\u0022\u003ESystems Software \u0026amp; Security Lab\u003C\/a\u003E (SSLab), no one had been tracking these common vulnerabilities and exposures before the launch of their \u003Ca href=\u0022https:\/\/vibe-radar-ten.vercel.app\/\u0022\u003EVibe Security Radar\u003C\/a\u003E.\u003C\/p\u003E\u003Cp\u003E\u201cThe vulnerabilities we found lead to breaches,\u201d he said. \u201cEveryone is using these tools now. We need a feedback loop to identify which tools, which patterns, and which workflows create the most risk.\u201d\u003C\/p\u003E\u003Cp\u003EThe radar extensively scans public vulnerability databases, finds the error for each vulnerability, and then examines the code\u2019s history to find who introduced the bug. If they discover an AI tool\u0027s signature, the radar flags it.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EOf the 74 confirmed cases uncovered so far by the tool, 14 are critical risks, and 25 are high. These vulnerabilities include command injection, authentication bypass, and server-side request forgery. Zhao explained that since AI models tend to repeat the same mistakes, an attacker would need to find these bugs just once.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cMillions of developers using the same models means the same bugs showing up across different projects,\u201d he said. \u201cFind one pattern in one AI codebase, you can scan for it across thousands of repositories.\u201d\u003C\/p\u003E\u003Cp\u003EDespite its success, the team has only scratched the surface of the problem. The radar can trace metadata like co-author tags, bot emails, and other known tool signatures, but it can\u0027t identify an issue if these markers have been removed.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EThe next step is behavioral detection. AI-written code has patterns in how it names variables, structures functions, and handles errors.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cWe\u0027re building models that can identify AI code from the code itself, no metadata needed,\u201d said Zhao. \u201cThat opens up a lot of cases we currently can\u0027t touch.\u201d\u003C\/p\u003E\u003Cp\u003EThe team is also improving its verification pipeline and expanding its sources to include more vulnerability databases. The goal is to get a more complete picture of AI-introduced vulnerabilities across open source, not just the ones that happen to leave signatures behind.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EAs more programmers rely on vibe coding, Zhao warns that it still needs to be reviewed as thoroughly as any other project.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cThe whole point of vibe coding is not reading it afterward, I know,\u201d he said. \u201cBut if you\u0027re shipping AI output to production, review it the way you\u0027d review a junior developer\u0027s pull request. Especially anything around input handling and authentication.\u201d\u003C\/p\u003E\u003Cp\u003EWhen prompting AI, SSLab also recommends providing more detailed instructions to get it closer to production-ready. There are also tools to check the code for vulnerabilities after \u0026nbsp;code it has been generated. Not double-checking could lead to a catastrophe.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cThe attack surface keeps growing,\u201d said Zhao. \u201cMore people running AI agents locally means the attacker doesn\u0027t need to break into the company infrastructure. They just need one vulnerability in a model context protocol server that someone installed and never reviewed.\u201d\u003C\/p\u003E\u003Cp\u003EOne reason the attack surfaces are expanding rapidly is AI\u2019s evolution. In the second half of 2025, the Vibe Security Radar found about 18 cases across seven months. Then, in the first three months of 2026, it identified 56. March 2026 alone had 35, more than all of 2025 combined.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EMany tools, like Claude, are now more autonomous, allowing developers to write entire features, create files, and even make architecture decisions.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cWhen an agent builds something without authentication, that\u0027s not a typo,\u201d said Zhao. \u201cIt\u0027s a design flaw baked in from the start. Claude Code and Copilot together account for most of what we detect, but that\u0027s partly because they leave the clearest signatures.\u201d\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EResearchers at the Georgia Tech School of Cybersecurity and Privacy are uncovering a growing risk in modern software development: vulnerabilities introduced by AI-generated code.\u003C\/p\u003E\u003Cp\u003EUsing the Vibe Security Radar, the team analyzed more than 43,000 security advisories and identified dozens of confirmed vulnerabilities tied to tools like GitHub Copilot, Claude, and Gemini\u2014including critical flaws such as authentication bypass and command injection.\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Researchers at the Georgia Tech School of Cybersecurity and Privacy are uncovering a growing risk in modern software development: vulnerabilities introduced by AI-generated code."}],"uid":"36253","created_gmt":"2026-04-13 14:32:02","changed_gmt":"2026-04-13 14:44:00","author":"John Popham","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2026-04-13T00:00:00-04:00","iso_date":"2026-04-13T00:00:00-04:00","tz":"America\/New_York"},"extras":[],"hg_media":{"679920":{"id":"679920","type":"image","title":"Vibe-Coding.jpg","body":null,"created":"1776090752","gmt_created":"2026-04-13 14:32:32","changed":"1776090752","gmt_changed":"2026-04-13 14:32:32","alt":"A man typing on a computer. There is a hovering screen hovering over his hands that says \u0022Vibe Coding\u0022","file":{"fid":"264142","name":"Vibe-Coding.jpg","image_path":"\/sites\/default\/files\/2026\/04\/13\/Vibe-Coding.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/04\/13\/Vibe-Coding.jpg","mime":"image\/jpeg","size":1783427,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/04\/13\/Vibe-Coding.jpg?itok=jhk18PZE"}}},"media_ids":["679920"],"groups":[{"id":"47223","name":"College of Computing"},{"id":"1188","name":"Research Horizons"},{"id":"660367","name":"School of Cybersecurity and Privacy"}],"categories":[{"id":"194606","name":"Artificial Intelligence"},{"id":"153","name":"Computer Science\/Information Technology and Security"}],"keywords":[{"id":"2835","name":"ai"},{"id":"192863","name":"go-ai"},{"id":"187915","name":"go-researchnews"},{"id":"186861","name":"go-cyber"},{"id":"194393","name":"AI and Cybersecurity"},{"id":"1404","name":"Cybersecurity"}],"core_research_areas":[{"id":"193655","name":"Artificial Intelligence at Georgia Tech"},{"id":"145171","name":"Cybersecurity"}],"news_room_topics":[],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003EJohn Popham\u003C\/p\u003E\u003Cp\u003ECommunications Officer II at the School of Cybersecurity and Privacy\u003C\/p\u003E","format":"limited_html"}],"email":["jpopham3@gatech.edu"],"slides":[],"orientation":[],"userdata":""}},"689446":{"#nid":"689446","#data":{"type":"news","title":"GTRI Supports Initiative to Assess Quantum Computing Efforts","body":[{"value":"\u003Cp\u003EQuantum computers may one day enable revolutionary advances in fluid dynamics, drug discovery, development of better agricultural fertilizers, improved materials design and other technical areas that are beyond the capabilities of today\u2019s conventional computers. To reach those goals, companies from around the world are pursuing a variety of approaches aimed at developing large-scale, fault-tolerant quantum computers.\u003Cbr\u003E\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EThe approaches of over a dozen quantum computing companies are now being evaluated through the Quantum Benchmarking Initiative (QBI), a project of the U.S. Defense Advanced Research Projects Agency (DARPA). According to the agency, QBI \u201caims to rigorously verify and validate whether any quantum computing approach can achieve utility-scale operation \u2013 meaning its computational value exceeds its cost \u2013 by the year 2033.\u201d\u003Cbr\u003E\u0026nbsp;\u003C\/p\u003E\u003Cp\u003ESupporting the effort, a 40-person interdisciplinary research team from the Georgia Tech Research Institute (GTRI) has joined the test and evaluation component of QBI, providing unbiased subject-matter experts to work with 13 other research organizations in evaluating the R\u0026amp;D plans of participating quantum computer companies. Through this collaboration, the GTRI team is working with more than 400 other third-party experts on the project.\u003Cbr\u003E\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u003Ca href=\u0022https:\/\/www.gtri.gatech.edu\/newsroom\/gtri-supports-initiative-assess-quantum-computing-efforts\u0022\u003ERead the complete article on the GTRI news site\u003C\/a\u003E\u003C\/p\u003E\u003Cp\u003E\u0026nbsp;\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EThe approaches of over a dozen quantum computing companies are now being evaluated through the Quantum Benchmarking Initiative (QBI), a project of the U.S. Defense Advanced Research Projects Agency (DARPA). GTRI researchers are supporting the initiative.\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Researchers are supporting a Defense Advanced Research Projects Agency (DARPA) initiative to evaluate different approaches to quantum computing."}],"uid":"27303","created_gmt":"2026-04-03 17:29:16","changed_gmt":"2026-04-03 17:35:58","author":"John Toon","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2026-04-03T00:00:00-04:00","iso_date":"2026-04-03T00:00:00-04:00","tz":"America\/New_York"},"extras":[],"hg_media":{"679845":{"id":"679845","type":"image","title":"Quantum computing could enable revolutionary advances in numerous technology areas","body":"\u003Cp\u003EQuantum computers may one day enable revolutionary advances in fluid dynamics, drug discovery, development of better agricultural fertilizers, improved materials design and other technical areas. (Credit: Tim Hynes)\u003C\/p\u003E","created":"1775236418","gmt_created":"2026-04-03 17:13:38","changed":"1775236825","gmt_changed":"2026-04-03 17:20:25","alt":"Quantum research and potential benefits","file":{"fid":"264053","name":"Quantum_banner_03B_03-web.jpg","image_path":"\/sites\/default\/files\/2026\/04\/03\/Quantum_banner_03B_03-web.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/04\/03\/Quantum_banner_03B_03-web.jpg","mime":"image\/jpeg","size":839777,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/04\/03\/Quantum_banner_03B_03-web.jpg?itok=QRIkBs4z"}}},"media_ids":["679845"],"groups":[{"id":"1188","name":"Research Horizons"}],"categories":[{"id":"153","name":"Computer Science\/Information Technology and Security"}],"keywords":[{"id":"187915","name":"go-researchnews"}],"core_research_areas":[{"id":"193653","name":"Georgia Tech Research Institute"}],"news_room_topics":[],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[],"email":["gtri.media@gtri.gatech.edu"],"slides":[],"orientation":[],"userdata":""}},"689428":{"#nid":"689428","#data":{"type":"news","title":"Researchers Build AI Tutor Grounded in Course Materials","body":[{"value":"\u003Cp\u003EAs students increasingly turn to artificial intelligence (AI) to help with coursework, some worry that their learning could be compromised. Georgia Tech researchers are working to counter this potential decline with an AI tool they hope will promote learning rather than hinder it.\u0026nbsp;\u0026nbsp;\u003C\/p\u003E\u003Cp\u003ETokenSmith is a citation-supported large language model (LLM) tutor that can be hosted locally on a user\u2019s personal computer. The tutor only provides answers based on course materials, such as the textbook or lecture slides.\u0026nbsp;\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EAssociate Professor \u003Ca href=\u0022https:\/\/faculty.cc.gatech.edu\/~jarulraj\/\u0022\u003E\u003Cstrong\u003EJoy Arulraj\u003C\/strong\u003E\u003C\/a\u003E began the project with support from the \u003Ca href=\u0022https:\/\/research.gatech.edu\/c21u-announces-inaugural-bill-kent-ai-higher-education-fellows\u0022\u003E\u003Cstrong\u003EBill Kent Family Foundation AI in Higher Education Faculty Fellowship\u003C\/strong\u003E\u003C\/a\u003E last year. The fellowship, led by Georgia Tech\u2019s Center for 21st Century Universities, supports faculty projects exploring innovative and ethical uses of AI in teaching.\u0026nbsp;\u0026nbsp;\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EArulraj has enlisted assistant professors \u003Ca href=\u0022https:\/\/kexinrong.github.io\/\u0022\u003E\u003Cstrong\u003EKexin Rong\u003C\/strong\u003E\u003C\/a\u003E and \u003Ca href=\u0022https:\/\/steve.mussmann.us\/\u0022\u003E\u003Cstrong\u003ESteve Mussmann\u003C\/strong\u003E\u003C\/a\u003E to help build TokenSmith.\u0026nbsp;\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EMussmann said TokenSmith is a synergistic blend of a database system and a machine learning system. The model stores textbooks, textbook annotations by course staff, common questions and answers, a learning state of the student, and student feedback in a structured database system. However, machine learning plays a key role in the answer generation as well as adapting the system to the student, course staff guidance, and user feedback.\u003C\/p\u003E\u003Cp\u003E\u0022What excites me most is demonstrating how data-driven ML and principled database systems design can reinforce each other \u2014 one providing adaptability and flexibility, the other providing structure and traceability \u2014 in a way that benefits students,\u0022 Mussmann said.\u003C\/p\u003E\u003Cp\u003EKeeping the model local has been an important focus of the project. The team wanted to create an AI tutor that helps students learn from their class resources rather than just giving answers. With each response, TokenSmith cites the origin of the answer in the provided documents.\u0026nbsp;\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cOne problem with LLMs is that they can hallucinate and provide wrong answers, but in this controlled environment, we can add these guardrails to make sure it\u2019s actually helpful in an educational setting,\u201d Rong said.\u0026nbsp;\u0026nbsp;\u003C\/p\u003E\u003Cp\u003ERong said she feels that students often undervalue textbooks, and she hopes TokenSmith can motivate students to make better use of them.\u202f\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cTextbooks can sometimes be daunting, but maybe if we combine them with the model, students might be more willing to read a paragraph or page in the textbook, and that could help clarify something for them,\u201d she said.\u0026nbsp;\u0026nbsp;\u003C\/p\u003E\u003Cp\u003ERunning the model locally is more cost-effective and helps preserve the user\u2019s privacy. But running the new tool locally comes with technical challenges.\u0026nbsp;\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EOne challenge with creating the model is speed. Since it is a locally based model, TokenSmith depends solely on the user\u2019s computer memory. \u0026nbsp;Tests have also shown that the tutor currently struggles to answer more complex questions.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cWe are interested in pushing the boundaries of these local models so that they give students good answers and also run fast enough to keep students engaged,\u201d Arulraj said.\u0026nbsp;\u0026nbsp;\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003ETokenSmith is a citation-supported large language model (LLM) tutor that can be hosted locally on a user\u2019s personal computer. The tutor only provides answers based on course materials, such as the textbook or lecture slides.\u0026nbsp;\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EAssociate Professor \u003Ca href=\u0022https:\/\/faculty.cc.gatech.edu\/~jarulraj\/\u0022\u003E\u003Cstrong\u003EJoy Arulraj\u003C\/strong\u003E\u003C\/a\u003E began the project with support from the \u003Ca href=\u0022https:\/\/research.gatech.edu\/c21u-announces-inaugural-bill-kent-ai-higher-education-fellows\u0022\u003E\u003Cstrong\u003EBill Kent Family Foundation AI in Higher Education Faculty Fellowship\u003C\/strong\u003E\u003C\/a\u003E last year. The fellowship, led by Georgia Tech\u2019s Center for 21st Century Universities, supports faculty projects exploring innovative and ethical uses of AI in teaching.\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"TokenSmith is a citation-supported large language model (LLM) tutor that can be hosted locally on a user\u2019s personal computer. The tutor only provides answers based on course materials, such as the textbook or lecture slides.  "}],"uid":"36532","created_gmt":"2026-04-02 20:25:02","changed_gmt":"2026-04-02 20:30:36","author":"Morgan Usry","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2026-04-02T00:00:00-04:00","iso_date":"2026-04-02T00:00:00-04:00","tz":"America\/New_York"},"extras":[],"hg_media":{"679842":{"id":"679842","type":"image","title":"AI-Tutor-Image.jpg.jpeg","body":null,"created":"1775161510","gmt_created":"2026-04-02 20:25:10","changed":"1775161510","gmt_changed":"2026-04-02 20:25:10","alt":"Graphic showing the researchers in front of a computer screen","file":{"fid":"264048","name":"AI-Tutor-Image.jpg.jpeg","image_path":"\/sites\/default\/files\/2026\/04\/02\/AI-Tutor-Image.jpg.jpeg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/04\/02\/AI-Tutor-Image.jpg.jpeg","mime":"image\/jpeg","size":321180,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/04\/02\/AI-Tutor-Image.jpg.jpeg?itok=yDJdQ838"}}},"media_ids":["679842"],"groups":[{"id":"47223","name":"College of Computing"},{"id":"1188","name":"Research Horizons"},{"id":"50875","name":"School of Computer Science"}],"categories":[{"id":"194606","name":"Artificial Intelligence"},{"id":"153","name":"Computer Science\/Information Technology and Security"},{"id":"42911","name":"Education"},{"id":"135","name":"Research"}],"keywords":[{"id":"193860","name":"Artifical Intelligence"},{"id":"192863","name":"go-ai"},{"id":"194701","name":"go-resarchnews"},{"id":"9153","name":"Research Horizons"},{"id":"10199","name":"Daily Digest"},{"id":"194394","name":"AI in Education"}],"core_research_areas":[{"id":"193655","name":"Artificial Intelligence at Georgia Tech"}],"news_room_topics":[],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003EMorgan Usry, Communications Officer\u003C\/p\u003E","format":"limited_html"}],"email":["morgan.usry@cc.gatech.edu"],"slides":[],"orientation":[],"userdata":""}},"689256":{"#nid":"689256","#data":{"type":"news","title":"New Study Shows Explainability is a Must for Older Adults to Trust AI","body":[{"value":"\u003Cp\u003EVoice-activated, conversational artificial intelligence (AI) agents must provide clear explanations for their suggestions, or older adults aren\u2019t likely to trust them.\u003C\/p\u003E\u003Cp\u003EThat\u2019s one of the main findings from a study by AI Caring on what older adults expect from explainable AI (XAI).\u003C\/p\u003E\u003Cp\u003E\u003Ca href=\u0022https:\/\/ai-caring.org\/\u0022\u003E\u003Cstrong\u003EAI Caring\u003C\/strong\u003E\u003C\/a\u003E is one of three AI Institutions led by Georgia Tech and funded by the National Science Foundation (NSF). The institution supports AI research that benefits older adults and their caregivers.\u003C\/p\u003E\u003Cp\u003ENiharika Mathur, a Ph.D. candidate in the School of Interactive Computing, was the lead author of a paper based on the study. The paper will be presented in April at the \u003Ca href=\u0022https:\/\/chi2026.acm.org\/\u0022\u003E\u003Cstrong\u003E2026 ACM Conference on Human Factors in Computing Systems (CHI) in Barcelona\u003C\/strong\u003E\u003C\/a\u003E.\u003C\/p\u003E\u003Cp\u003EMathur worked with the \u003Ca href=\u0022https:\/\/empowerment.emory.edu\/\u0022\u003E\u003Cstrong\u003ECognitive Empowerment Program at Emory University\u003C\/strong\u003E\u003C\/a\u003E to interview 23 older adults who live alone and use voice-activated AI assistants like Amazon\u2019s Alexa and Google Home.\u003C\/p\u003E\u003Cp\u003EMany of them told her they feel excluded from the design of these products.\u003C\/p\u003E\u003Cp\u003E\u201cThe assumption is that all people want interactions the same way and across all kinds of situations, but that isn\u2019t true,\u201d Mathur said. \u201cHow older people use AI and what they want from it are different from what younger people prefer.\u201d\u003C\/p\u003E\u003Cp\u003EOne example she gave is that young people tend to be informal when talking with AI. Older people, on the other hand, talk to the agent like they would a person.\u003C\/p\u003E\u003Cp\u003E\u201cIf Older adults are talking to their family members about Alexa, they usually refer to Alexa as \u2018she\u2019 instead of \u2018it,\u2019\u201d Mathur said. \u201cThey tend to humanize these systems a lot more than young people.\u201d\u003C\/p\u003E\u003Ch4\u003E\u003Cstrong\u003EGood Explanations\u003C\/strong\u003E\u003C\/h4\u003E\u003Cp\u003EThe study evaluated AI explanations that drew information from four sources of data:\u003C\/p\u003E\u003Cul\u003E\u003Cli\u003EUser history (past conversations with the agent)\u003C\/li\u003E\u003Cli\u003EEnvironmental data (indoor temperature or the weather forecast)\u003C\/li\u003E\u003Cli\u003EActivity data (how much time a user spends in different areas of the home)\u003C\/li\u003E\u003Cli\u003EInternal reasoning (mathematical probabilities and likely outcomes)\u003C\/li\u003E\u003C\/ul\u003E\u003Cp\u003EMathur said older users trust the agent more when it bases its explanations on data from the first three sources. However, internal reasoning creates skepticism.\u003C\/p\u003E\u003Cp\u003EInternal reasoning means the AI doesn\u2019t have enough data from the other sources to give an explanation. It provides a percentage to reflect its confidence based on what it knows.\u003C\/p\u003E\u003Cp\u003E\u201cThe overwhelming response was negative toward confidence scores,\u201d Mathur said. \u201cIf the AI says it\u2019s 92% confident, older adults want to know what that\u2019s based on.\u201d\u003C\/p\u003E\u003Cp\u003EThis is another example that Mathur said points to generational preferences.\u003C\/p\u003E\u003Cp\u003E\u201cThere\u2019s a lot of explainable AI research that shows younger people like to see numbers in explanations, and they also tend to rely too much on explanations that contain numerical confidence. Older adults are the opposite. It makes them trust it less.\u201d\u003C\/p\u003E\u003Ch4\u003E\u003Cstrong\u003EKnowing the Context\u003C\/strong\u003E\u003C\/h4\u003E\u003Cp\u003EMathur said that AI agents interacting with older adults should serve a dual purpose. They should provide users with companionship and support independence while reducing the caretaking burden often placed on family members.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003ESome studies have shown that engineers have tended to favor caretakers in the design of these tools. They prioritize daily tasks and routines, leaving some older adults to feel like they are merely a box to be checked.\u003C\/p\u003E\u003Cp\u003EShe discovered that in urgent situations, older users prefer the AI to be straightforward, while in casual settings, they desire more conversation.\u003C\/p\u003E\u003Cp\u003E\u201cHow people interact with technological systems is grounded in what the stakes of the situation are,\u201d she said. \u201cIf it had anything to do with their immediate sense of safety, they did not want conversational elaboration. They want the AI to be very direct and factual.\u201d\u003C\/p\u003E\u003Ch4\u003E\u003Cstrong\u003ENot Just Checking Boxes\u003C\/strong\u003E\u003C\/h4\u003E\u003Cp\u003EMathur said AI agents that interact with older adults are ideally constructed with a dual purpose. They should provide companionship and autonomy for the users while alleviating the burden of caretaking that is often placed on their family members.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003ESome studies have shown that engineers have strayed toward favoring caretakers in the design of these tools. They prioritize daily tasks and routines, leaving some older adults to feel like they are a box to be checked.\u003C\/p\u003E\u003Cp\u003E\u201cThey\u2019re not being thought of as consumers,\u201d Mathur said. \u201cA lot of products are being made for them but not with them.\u201d\u003C\/p\u003E\u003Cp\u003EShe also said psychological well-being is one of the most important outcomes these tools should produce.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EShowing older adults that they are listened to can significantly help in gaining their trust. Some interviewees told Mathur they want agents who are deliberate about understanding their preferences and don\u2019t dismiss their questions.\u003C\/p\u003E\u003Cp\u003EMeeting these needs reduces the likelihood of protesting and creating conflict with family members.\u003C\/p\u003E\u003Cp\u003E\u201cIt highlights just how important well-designed explanations are,\u201d she said. \u201cWe must go beyond a transparency checklist.\u201d\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EAn AI Caring study led by Georgia Tech researchers shows that older adults are more likely to trust conversational AI systems that provide them with clear explanations for their decision-making. The study also shows that including older adults more in the design process benefits their well-being and reduces the caretaking burden of family members\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"A Georgia Tech study finds older adults are more likely to trust voice-activated AI systems when those systems clearly explain how and why they make decisions."}],"uid":"36530","created_gmt":"2026-03-31 14:01:07","changed_gmt":"2026-03-31 14:04:59","author":"Nathan Deen","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2026-03-31T00:00:00-04:00","iso_date":"2026-03-31T00:00:00-04:00","tz":"America\/New_York"},"extras":[],"hg_media":{"679796":{"id":"679796","type":"image","title":"0A6A0355.jpg","body":null,"created":"1774965687","gmt_created":"2026-03-31 14:01:27","changed":"1774965687","gmt_changed":"2026-03-31 14:01:27","alt":"An older couple sitting on a couch as a man helps them use Amazon\u0027s Alexa","file":{"fid":"263999","name":"0A6A0355.jpg","image_path":"\/sites\/default\/files\/2026\/03\/31\/0A6A0355.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/03\/31\/0A6A0355.jpg","mime":"image\/jpeg","size":171883,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/03\/31\/0A6A0355.jpg?itok=t62aVqXD"}}},"media_ids":["679796"],"groups":[{"id":"47223","name":"College of Computing"},{"id":"1188","name":"Research Horizons"},{"id":"50876","name":"School of Interactive Computing"}],"categories":[{"id":"194606","name":"Artificial Intelligence"},{"id":"153","name":"Computer Science\/Information Technology and Security"},{"id":"135","name":"Research"}],"keywords":[{"id":"192863","name":"go-ai"},{"id":"187915","name":"go-researchnews"},{"id":"9153","name":"Research Horizons"},{"id":"193860","name":"Artifical Intelligence"},{"id":"187812","name":"artificial intelligence (AI)"},{"id":"14342","name":"older adults"},{"id":"148721","name":"Amazon Alexa"}],"core_research_areas":[{"id":"193655","name":"Artificial Intelligence at Georgia Tech"},{"id":"39501","name":"People and Technology"}],"news_room_topics":[],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[],"email":[],"slides":[],"orientation":[],"userdata":""}},"689250":{"#nid":"689250","#data":{"type":"news","title":"Researchers Look to Bolster Technology Support for Menopause","body":[{"value":"\u003Cp\u003EWomen in need of supportive maternal and menstrual healthcare in patriarchal societies have increasingly found outlets for disclosure in online communities.\u003C\/p\u003E\u003Cp\u003EThat support, however, begins to disappear in these restrictive cultures once women reach menopause, according to new research from Georgia Tech\u003C\/p\u003E\u003Cp\u003ENaveena Karusala, an assistant professor in Georgia Tech\u2019s School of Interactive Computing, and master\u2019s student Umme Ammara are working toward improving existing technologies and designing new ones for a demographic they believe has been neglected.\u003C\/p\u003E\u003Cp\u003EKarusala and Ammara co-authored a paper based on a study they conducted with women in urban Pakistan experiencing menopause.\u003C\/p\u003E\u003Cp\u003E\u201cWomen\u2019s health is understudied in general, but menopause is more neglected than other women\u2019s health issues,\u201d Karusala said. \u201cOur choice to focus on menopause is motivated by expanding how we holistically think about women\u2019s well-being across their lifespan.\u201d\u003C\/p\u003E\u003Cp\u003EKarusala and Ammara will present their paper in April at the 2026 ACM Conference on Human Factors in Computing Systems (CHI) in Barcelona.\u003C\/p\u003E\u003Ch4\u003E\u003Cstrong\u003EMasking Symptoms\u003C\/strong\u003E\u003C\/h4\u003E\u003Cp\u003EMenopause is diagnosed after 12 consecutive months without a period, vaginal bleeding, or spotting. The transition to menopause, called perimenopause, usually happens over two to eight years.\u003C\/p\u003E\u003Cp\u003EHormone changes may cause symptoms such as irregular periods, vaginal dryness, hot flashes, night sweats, trouble sleeping, mood swings, and brain fog.\u003C\/p\u003E\u003Cp\u003EThese symptoms can be debilitating in some cases and affect daily life. However, Ammara said women are pressured to remain silent, maintain appearances, and regulate their emotions to meet social expectations.\u003C\/p\u003E\u003Cp\u003E\u201cUnderstanding menopause is important because a woman would be experiencing all these symptoms, and people will not understand those as actual symptoms,\u201d Ammara said. \u201cThere\u2019s been resistance to the idea of the medicalization of menopause. People don\u2019t view it as an illness, but as a life transition and something that happens naturally.\u201d\u003C\/p\u003E\u003Ch4\u003E\u003Cstrong\u003EFeeling Isolated\u003C\/strong\u003E\u003C\/h4\u003E\u003Cp\u003EThe women interviewed by Karusala and Ammara either stayed at home full-time or were part of the workforce.\u003C\/p\u003E\u003Cp\u003EThe researchers discovered that trusted family members might be the only sources women who stay at home and do not work turn to for disclosure.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cWomen at home have the flexibility to take breaks or work at their own pace, so a lot of their experience is shaped by the emotional barriers they face,\u201d Ammara said.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cThat could come from their husbands and family members. Some are supportive and some are not. They might weaponize it and use that term against them, or they might dismiss what they\u2019re going through.\u201d\u003C\/p\u003E\u003Cp\u003EAmmara said it might be easier for women in the workforce to confide in their coworkers, but explaining to an employer that they need sick leave for menopause symptoms can be intimidating.\u003C\/p\u003E\u003Cp\u003EEven in online communities that have enabled women to anonymously share their health experiences, menopause is seldom discussed.\u003C\/p\u003E\u003Ch4\u003E\u003Cstrong\u003ERaising Awareness\u003C\/strong\u003E\u003C\/h4\u003E\u003Cp\u003EKarusala and Ammara argue in their paper that a public health approach could be the most effective way to spark conversation about menopause in a patriarchal culture in which technology use varies.\u003C\/p\u003E\u003Cp\u003EThey said the challenge in implementing technologies geared toward menopause support is that the condition isn\u2019t well understood in public. Improving maternal health, for example, is easier to promote within these societies because of the general understanding that motherhood is important.\u003C\/p\u003E\u003Cp\u003E\u201cThere must be an existing infrastructure to build on,\u201d Karusala said. \u201cFor example, menstrual and maternal health are taught in schools and regularly discussed in primary care. Cultural and social meaning and importance are placed on motherhood.\u003C\/p\u003E\u003Cp\u003E\u201cA lot of that doesn\u2019t exist for menopause. Primary care doctors are unprepared to talk about menopause compared to other health issues.\u201d\u003C\/p\u003E\u003Ch4\u003E\u003Cstrong\u003EDesign Solutions\u003C\/strong\u003E\u003C\/h4\u003E\u003Cp\u003EAmmara said that the most effective way for technologies to make an impact on women going through menopause is to directly address systemic power structures around women\u2019s health within Pakistani culture.\u003C\/p\u003E\u003Cp\u003EIt can start with the husbands.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cFraming the issue for husbands to understand menopause should be at the forefront of designing technology solutions,\u201d she said.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cIn Islamic contexts, we suggest using faith-based framings. This has been proposed for maternal health in prior works that draw on Islamic principles to engage expectant fathers in providing care and support. Framing it around religious responsibility to involve men in the journey can also be done for menopause.\u201d\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EGeorgia Tech assistant professor Naveena Karusala and master\u0027s student Umme Ammara are researching how to improve existing technologies and design new ones to better support women experiencing menopause. Their work is based on a study conducted with women in urban Pakistan, where patriarchal social norms pressure women to stay silent about menopause symptoms and limit their ability to seek support, even in online communities that have otherwise helped women discuss other health issues\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Georgia Tech researchers are looking at how technology can better support women experiencing menopause in urban Pakistan, where patriarchal norms leave them largely isolated and without resources for managing their symptoms."}],"uid":"36530","created_gmt":"2026-03-31 12:09:13","changed_gmt":"2026-03-31 13:18:07","author":"Nathan Deen","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2026-03-30T00:00:00-04:00","iso_date":"2026-03-30T00:00:00-04:00","tz":"America\/New_York"},"extras":[],"hg_media":{"679788":{"id":"679788","type":"image","title":"Ammara-Umme_86A2210.jpg","body":null,"created":"1774958961","gmt_created":"2026-03-31 12:09:21","changed":"1774958961","gmt_changed":"2026-03-31 12:09:21","alt":"Umme Ammar sits in a booth with laptop in front of her","file":{"fid":"263990","name":"Ammara-Umme_86A2210.jpg","image_path":"\/sites\/default\/files\/2026\/03\/31\/Ammara-Umme_86A2210.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/03\/31\/Ammara-Umme_86A2210.jpg","mime":"image\/jpeg","size":95810,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/03\/31\/Ammara-Umme_86A2210.jpg?itok=7jqYXbcn"}}},"media_ids":["679788"],"groups":[{"id":"47223","name":"College of Computing"},{"id":"1188","name":"Research Horizons"},{"id":"50876","name":"School of Interactive Computing"}],"categories":[{"id":"153","name":"Computer Science\/Information Technology and Security"},{"id":"135","name":"Research"}],"keywords":[{"id":"8900","name":"women\u0027s history month"},{"id":"187915","name":"go-researchnews"},{"id":"9153","name":"Research Horizons"},{"id":"3543","name":"women\u0027s health"},{"id":"171911","name":"women of pakistan"}],"core_research_areas":[{"id":"39501","name":"People and Technology"}],"news_room_topics":[{"id":"71891","name":"Health and Medicine"}],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003E\u003Ca href=\u0022mailto:ndeen6@gatech.edu\u0022\u003ENathan Deen\u003C\/a\u003E\u003Cbr\u003ECollege of Computing\u003Cbr\u003EGeorgia Tech\u003C\/p\u003E","format":"limited_html"}],"email":[],"slides":[],"orientation":[],"userdata":""}},"689175":{"#nid":"689175","#data":{"type":"news","title":"Tech Swarms into Athens for Clean, Old-Fashioned Computing","body":[{"value":"\u003Cp\u003EThe in-state rivalry between the Yellow Jackets and the Bulldogs usually heats up when Georgia Tech visits the University of Georgia. However, one Saturday last month, the focus shifted from competition to collaboration.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EThe Georgia Scientific Computing Symposium (GSCS) held its annual meeting on February 21 in Athens. Since 2009, the event has hosted researchers from across the Peach State to showcase homegrown advances in scientific computing.\u003C\/p\u003E\u003Cp\u003E\u003Ca href=\u0022https:\/\/haoningwu.github.io\/GSCS2026.html\u0022\u003EThe symposium\u003C\/a\u003E highlighted Georgia\u2019s reputation as a computing innovation hub. People from around the world come to Georgia universities to lead computing research. By advancing science, engineering, medicine, and technology, their work improves communities at home and abroad.\u003C\/p\u003E\u003Cp\u003EFaculty and students from Georgia Tech, UGA, Georgia State University, and Emory University presented at the symposium. Georgia Tech participants came from the colleges of Computing, Engineering, and Sciences.\u003C\/p\u003E\u003Cp\u003EThis year\u2019s organizers agreed to meet in Atlanta for the 2027 symposium. Georgia Tech\u2019s \u003Ca href=\u0022https:\/\/cse.gatech.edu\/\u0022\u003ESchool of Computational Science and Engineering (CSE)\u003C\/a\u003E will host the 19th GSCS.\u003C\/p\u003E\u003Cp\u003E\u201cFrom healthcare to computer chip design, scientific computing underpins many of the technological advances we see in our lives,\u201d said Professor\u0026nbsp;\u003Ca href=\u0022https:\/\/faculty.cc.gatech.edu\/~echow\/\u0022\u003EEdmond Chow\u003C\/a\u003E, associate chair of the School of CSE.\u003C\/p\u003E\u003Cp\u003E\u201cScientific computing provides the mathematical models, simulations, and data\u2011driven tools that make modern innovation possible. It allows people to analyze complex systems, test ideas virtually before building them, and make faster, more accurate decisions across nearly every sector of society.\u201d\u003C\/p\u003E\u003Cp\u003EProfessor\u0026nbsp;\u003Ca href=\u0022https:\/\/hmzhou.math.gatech.edu\/\u0022\u003EHaomin Zhou\u003C\/a\u003E and Assistant Professor\u0026nbsp;\u003Ca href=\u0022https:\/\/itshelenxu.github.io\/\u0022\u003EHelen Xu\u003C\/a\u003E delivered two of the symposium\u2019s five plenary talks.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EZhou presented a new method for solving the Schr\u00f6dinger equation, a landmark equation in quantum mechanics. Drawing inspiration from the mathematics used in generative artificial intelligence models, his approach develops an algorithm that more effectively simulates waves, particle motion, and other physical systems.\u003C\/p\u003E\u003Cp\u003EXu focused on improving how computers move and organize data during complex calculations. Her work uses \u201ccache-friendly\u201d layouts that help computers access data more efficiently, boosting performance for scientific and engineering applications.\u003C\/p\u003E\u003Cp\u003E\u201cSpeaking at GSCS was a great opportunity,\u201d Xu said. \u201cThe symposium fostered connections within the scientific computing community and gave us a chance to share exciting research.\u201d\u003C\/p\u003E\u003Cp\u003EThe symposium showcased student work through a poster blitz and a poster session. During the blitz, 36 students each had one minute to introduce their research to the full audience. They then shared more details about their research during the poster session.\u003C\/p\u003E\u003Cp\u003EThe student projects showed the range of fields supported by scientific computing. The session also provided attendees with an opportunity to connect and expand their professional networks, helping grow the field\u2019s future impact.\u003C\/p\u003E\u003Cp\u003E\u201cAs an aerospace engineer by training and aspiring computational scientist, GSCS gave me the platform to network with other researchers in the field while showcasing my own research,\u201d said M.S. student \u003Cstrong\u003EKashvi Mundra\u003C\/strong\u003E.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cI was able to connect with scientists across different disciplines whose work intersects with my own in unexpected ways. Those conversations pushed my thinking beyond my own lab\u0027s perspective, helping me see my work on physics-informed machine learning for inverse problems in a broader scientific computing context.\u201d\u003C\/p\u003E\u003Cp\u003EGeorgia Tech students who presented posters included:\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003EAbir Haque\u003C\/strong\u003E (CSE), \u003Cem\u003EMassively Parallel Random Phase Approximation Correlation Energy via Lanczos Quadrature\u003C\/em\u003E\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003EAntonio Varagnolo\u003C\/strong\u003E (CSE), \u003Cem\u003EPhysics-Enhanced Deep Surrogates for the Phonon Boltzmann Transport Equation\u003C\/em\u003E\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003EBen Burns\u003C\/strong\u003E (CSE), \u003Cem\u003EInfinite-Dimensional Stein Variational Inference with Derivative-Informed Neural Operators\u003C\/em\u003E\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003EBen Wilfong\u003C\/strong\u003E (CSE), \u003Cem\u003EShocks without Shock Capturing; Compressible Flow at 1 quadrillion Degrees of Freedom without Loss of Accuracy\u003C\/em\u003E\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003EDaniel Vickers\u003C\/strong\u003E (CSE), \u003Cem\u003EHighly-Parallel Fluid-Solid Interactions for Compressible Flows\u003C\/em\u003E\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003EEric Fowler\u003C\/strong\u003E (CSE), \u003Cem\u003EHigh-Performance Tensor Contractions in Computational Chemistry\u003C\/em\u003E\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003EHaoran Yan\u003C\/strong\u003E (Math), \u003Cem\u003EUnderstanding Denoising Autoencoders through the Manifold Hypothesis: A Geometric Perspective\u003C\/em\u003E\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003EKashvi Mundra\u003C\/strong\u003E (CSE), \u003Cem\u003EAutoregressive Multifidelity Neural Surrogate Modeling under Scarce Data Regimes\u003C\/em\u003E\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003ESebasti\u00e1n Guti\u00e9rrez Hern\u00e1ndez\u003C\/strong\u003E (Math\/CSE), \u003Cem\u003EPDPO: Parametric Density Path Optimization\u003C\/em\u003E\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003EVivian Zhang\u003C\/strong\u003E (AE), \u003Cem\u003EMultifidelity Operator Inference: Non-Intrusive Reduced Order Modeling from Scarce Data\u003C\/em\u003E\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003EXian Mae Hadia\u003C\/strong\u003E (CSE), \u003Cem\u003EData Efficiency of Surrogate Models: Learning Physics Data from Full Field Data vs. Inductive Bias from Approximate PDE Solvers\u003C\/em\u003E\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003EXiangming Huang\u003C\/strong\u003E (CSE), \u003Cem\u003ENeural Operator Accelerated Evolutionary Strategies for PDE-Constraint Optimization\u003C\/em\u003E\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003EZhaiming Shen\u003C\/strong\u003E (Math), \u003Cem\u003EUnderstanding In-Context Learning on Structured Manifolds: Bridging Attention to Kernel Methods\u003C\/em\u003E\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003EZhongjie Shi\u003C\/strong\u003E (Math), \u003Cem\u003ETowards Understanding Generalization in DP-GD: A Case Study in Training Two-Layer CNNs\u003C\/em\u003E\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EThe in-state rivalry between the Yellow Jackets and the Bulldogs usually heats up when Georgia Tech visits the University of Georgia. However, one Saturday last month, the focus shifted from competition to collaboration.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EThe Georgia Scientific Computing Symposium (GSCS) held its annual meeting on February 21 in Athens. Since 2009, the event has hosted researchers from across the Peach State to showcase homegrown advances in scientific computing.\u003C\/p\u003E\u003Cp\u003E\u003Ca href=\u0022https:\/\/haoningwu.github.io\/GSCS2026.html\u0022\u003EThe symposium\u003C\/a\u003E highlighted Georgia\u2019s reputation as a computing innovation hub. People from around the world come to Georgia universities to lead computing research. By advancing science, engineering, medicine, and technology, their work improves communities at home and abroad.\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Researchers from universities across Georgia, including Georgia Tech, set aside rivalry to collaborate at the 2026 Georgia Scientific Computing Symposium, highlighting the state\u2019s growing role as a hub for innovation in scientific computing."}],"uid":"36319","created_gmt":"2026-03-25 13:04:13","changed_gmt":"2026-03-25 19:41:06","author":"Bryant Wine","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2026-03-25T00:00:00-04:00","iso_date":"2026-03-25T00:00:00-04:00","tz":"America\/New_York"},"extras":[],"hg_media":{"679732":{"id":"679732","type":"image","title":"GSCS-2026-Head-Image.jpeg","body":null,"created":"1774443866","gmt_created":"2026-03-25 13:04:26","changed":"1774443866","gmt_changed":"2026-03-25 13:04:26","alt":"2026 Georgia Scientific Computing Symposium","file":{"fid":"263927","name":"GSCS-2026-Head-Image.jpeg","image_path":"\/sites\/default\/files\/2026\/03\/25\/GSCS-2026-Head-Image.jpeg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/03\/25\/GSCS-2026-Head-Image.jpeg","mime":"image\/jpeg","size":217081,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/03\/25\/GSCS-2026-Head-Image.jpeg?itok=2Vs3GesS"}},"679733":{"id":"679733","type":"image","title":"Kashvi-Mundra-Poster.jpeg","body":null,"created":"1774443901","gmt_created":"2026-03-25 13:05:01","changed":"1774443901","gmt_changed":"2026-03-25 13:05:01","alt":"2026 Georgia Scientific Computing Symposium","file":{"fid":"263928","name":"Kashvi-Mundra-Poster.jpeg","image_path":"\/sites\/default\/files\/2026\/03\/25\/Kashvi-Mundra-Poster.jpeg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/03\/25\/Kashvi-Mundra-Poster.jpeg","mime":"image\/jpeg","size":84134,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/03\/25\/Kashvi-Mundra-Poster.jpeg?itok=i7BjGyOA"}}},"media_ids":["679732","679733"],"related_links":[{"url":"https:\/\/www.cc.gatech.edu\/news\/tech-swarms-athens-clean-old-fashioned-computing","title":"Tech Swarms into Athens for Clean, Old-Fashioned Computing"}],"groups":[{"id":"47223","name":"College of Computing"},{"id":"1188","name":"Research Horizons"},{"id":"50877","name":"School of Computational Science and Engineering"}],"categories":[{"id":"153","name":"Computer Science\/Information Technology and Security"},{"id":"145","name":"Engineering"},{"id":"135","name":"Research"},{"id":"194611","name":"State Impact"},{"id":"8862","name":"Student Research"}],"keywords":[{"id":"654","name":"College of Computing"},{"id":"166983","name":"School of Computational Science and Engineering"},{"id":"9153","name":"Research Horizons"},{"id":"187915","name":"go-researchnews"},{"id":"181991","name":"Georgia Tech News Center"},{"id":"10199","name":"Daily Digest"},{"id":"168681","name":"scientific computing"},{"id":"194970","name":"2026 Georgia Scientific Computing Symposium"}],"core_research_areas":[{"id":"39431","name":"Data Engineering and Science"},{"id":"39541","name":"Systems"}],"news_room_topics":[],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003EBryant Wine, Communications Officer\u003Cbr\u003E\u003Ca href=\u0022mailto:bryant.wine@cc.gatech.edu\u0022\u003Ebryant.wine@cc.gatech.edu\u003C\/a\u003E\u003C\/p\u003E","format":"limited_html"}],"email":[],"slides":[],"orientation":[],"userdata":""}},"689185":{"#nid":"689185","#data":{"type":"news","title":"Researchers Find Training Gaps Impacting Maritime Cybersecurity Readiness","body":[{"value":"\u003Cp\u003EWhether it\u2019s a fire or a flood, a ship\u2019s crew can only rely on itself and its training in emergencies at sea. The same is true for crews facing digital threats on oil tankers, cargo ships, and other commercial vessels.\u003C\/p\u003E\u003Cp\u003ENew cybersecurity research from the Georgia Institute of Technology, however, revealed that crews aboard commercial vessels were often not adequately prepared to manage cyberattacks effectively due to systemic training gaps.\u003C\/p\u003E\u003Cp\u003EThe findings are based on interviews conducted by researchers with more than 20 officer-level mariners to assess the maritime industry\u2019s readiness to handle cybersecurity attacks at sea.\u003C\/p\u003E\u003Cp\u003E\u0022Historically, cybersecurity research has focused heavily on cyber-physical systems like cars, factories, and industrial plants, but ships have largely been overlooked,\u201d said \u003Ca href=\u0022https:\/\/annaraymaker.dad\/\u0022\u003E\u003Cstrong\u003EAnna Raymaker\u003C\/strong\u003E\u003C\/a\u003E, Ph.D. student and lead researcher.\u003C\/p\u003E\u003Cp\u003E\u201cThat gap is concerning when more than 90% of the world\u2019s goods travel by sea. Recent incidents, from GPS spoofing to ships linked to subsea cable disruptions, show that maritime systems are increasingly part of the global cyber threat landscape.\u201d\u003C\/p\u003E\u003Cp\u003EThe researchers proposed four practical strategies to strengthen maritime cyber defenses and close the training gaps. Their findings were presented recently at the \u003Ca href=\u0022https:\/\/www.sigsac.org\/ccs\/CCS2025\/call-for-papers\/\u0022\u003EACM SIGSAC Conference on Computer and Communications Security (CCS).\u003C\/a\u003E\u003C\/p\u003E\u003Ch6\u003E1. Make Cybersecurity Training Actually Maritime\u003C\/h6\u003E\u003Cp\u003EMany of those interviewed for the study described current cybersecurity training as \u201cboilerplate\u201d \u2014 generic modules that don\u2019t reflect real shipboard risks.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EResearchers recommend:\u003C\/p\u003E\u003Cul\u003E\u003Cli\u003ERole-specific instruction: Navigation officers should learn to detect and identify GPS spoofing. Engineers should focus on vulnerabilities in remotely monitored systems.\u003C\/li\u003E\u003Cli\u003EBridging IT and Operational Technology: Crews need to understand how attacks on IT systems can trigger physical consequences in operational technology \u2014 including collisions, groundings, or explosions.\u003C\/li\u003E\u003Cli\u003EHands-on delivery: Replace passive PowerPoints with drills and in-person exercises that build muscle memory.\u003C\/li\u003E\u003Cli\u003EAccessible standards: Training must account for the wide range of educational backgrounds across crews and be standardized across ranks.\u003C\/li\u003E\u003C\/ul\u003E\u003Ch6\u003E2. Move Beyond \u201cCall IT\u201d\u003C\/h6\u003E\u003Cp\u003EAt sea, crews can\u2019t simply escalate a cyber incident to a shore-based IT department and wait. Operational resilience requires onboard readiness.\u003C\/p\u003E\u003Cp\u003EResearchers recommend:\u003C\/p\u003E\u003Cul\u003E\u003Cli\u003EVessel-specific response plans: Ships need clear, actionable protocols for threats such as AIS jamming or radar manipulation.\u003C\/li\u003E\u003Cli\u003EMilitary-style drills: Adopting MCON (Emission Control) exercises \u2014 used by the U.S. Military Sealift Command \u2014 can train crews to operate safely without electronic systems.\u003C\/li\u003E\u003Cli\u003EStronger connectivity controls: High-bandwidth satellite systems like Starlink introduce new risks. Clear policies and network segregation are essential to prevent new entry points for attackers.\u003C\/li\u003E\u003C\/ul\u003E\u003Cblockquote\u003E\u003Ch6\u003ERelated Article: \u003Ca href=\u0022https:\/\/theconversation.com\/when-gps-lies-at-sea-how-electronic-warfare-is-threatening-ships-and-their-crews-278181\u0022\u003E\u003Cstrong\u003EWhen GPS lies at sea: How electronic warfare is threatening ships and their\u0026nbsp;crews\u003C\/strong\u003E\u003C\/a\u003E\u003Cstrong\u003E by Anna Raymaker\u003C\/strong\u003E\u003C\/h6\u003E\u003C\/blockquote\u003E\u003Ch6\u003E3. Create Unified, Ship-Specific Regulations\u003C\/h6\u003E\u003Cp\u003EMaritime cybersecurity regulations are often reactive and fragmented. Researchers argue the industry needs a cohesive, domain-specific framework.\u003C\/p\u003E\u003Cp\u003EKey recommendations include:\u003C\/p\u003E\u003Cul\u003E\u003Cli\u003EA unified global model: Like the energy sector\u2019s NERC CIP standards, a maritime framework could mandate baseline controls such as encryption, network segmentation, and anonymous incident reporting.\u003C\/li\u003E\u003Cli\u003ERules built for real crews: Regulations designed for large naval operations don\u2019t translate well to smaller merchant or research vessels. Standards must reflect actual shipboard conditions.\u003C\/li\u003E\u003Cli\u003EFuture-proofing requirements: Autonomous ships and remotely operated vessels expand the cyber-physical attack surface. Regulations must proactively address these emerging technologies.\u003C\/li\u003E\u003C\/ul\u003E\u003Ch6\u003E4. Invest in Maritime-Specific Cyber Research\u003C\/h6\u003E\u003Cp\u003EFinally, the researchers stress that long-term resilience requires deeper technical research focused on maritime systems.\u003C\/p\u003E\u003Cp\u003EPriority areas include:\u003C\/p\u003E\u003Cul\u003E\u003Cli\u003EReal-time intrusion detection systems tailored to shipboard protocols.\u003C\/li\u003E\u003Cli\u003EProactive security risk assessments of interconnected onboard systems.\u003C\/li\u003E\u003Cli\u003ECyber-physical modeling to better understand cascading failures in complex maritime environments.\u003C\/li\u003E\u003C\/ul\u003E\u003Ch6\u003EThe Bottom Line\u003C\/h6\u003E\u003Cp\u003ECyber threats at sea are no longer hypothetical. Mariners report real-world incidents ranging from GPS spoofing to ransomware that disrupts global trade.\u003C\/p\u003E\u003Cp\u003E\u201cThrough our interviews with mariners, I saw firsthand how much dedication and pride they take in their work,\u201d said Raymaker. \u201cOur goal is for this research to serve as a call to action for researchers, policymakers, and industry to invest more attention in maritime cybersecurity and support the people who risk their lives every day to keep global trade, food, and energy moving.\u0022\u003C\/p\u003E\u003Cp\u003E\u003Ca href=\u0022https:\/\/dl.acm.org\/doi\/10.1145\/3719027.3744816\u0022\u003E\u003Cem\u003EA Sea of Cyber Threats: Maritime Cybersecurity from the Perspective of Mariners\u003C\/em\u003E\u003C\/a\u003E\u003Cem\u003E\u0026nbsp;\u003C\/em\u003Ewas presented at CCS 2025. It was written by Raymaker and her colleagues, Ph.D. students \u003Cstrong\u003EAkshaya Kumar\u003C\/strong\u003E, \u003Cstrong\u003EMiuyin Yong Wong\u003C\/strong\u003E, and \u003Cstrong\u003ERyan Pickren\u003C\/strong\u003E; Research Scientist \u003Cstrong\u003EAnimesh Chhotaray\u003C\/strong\u003E, Associate Professor \u003Cstrong\u003EFrank Li,\u003C\/strong\u003E Associate Professor \u003Cstrong\u003ESaman Zonouz\u003C\/strong\u003E, and Georgia Tech Provost and Executive Vice President for Academic Affairs \u003Cstrong\u003ERaheem Beyah\u003C\/strong\u003E.\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EResearch from the Georgia Institute of Technology shows that commercial ship crews are often unprepared for cyberattacks due to inadequate, generic training, despite rising threats like GPS spoofing and ransomware. Because ships must handle incidents independently at sea, researchers recommend more practical, maritime-specific training, stronger onboard response plans, unified global cybersecurity regulations, and increased investment in ship-focused cyber research. These steps are critical to protecting maritime operations, which carry over 90% of global trade.\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Research from the Georgia Institute of Technology shows that commercial ship crews are often unprepared for cyberattacks due to inadequate, generic training, despite rising threats like GPS spoofing and ransomware."}],"uid":"36253","created_gmt":"2026-03-25 16:47:20","changed_gmt":"2026-03-25 18:01:30","author":"John Popham","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2026-03-25T00:00:00-04:00","iso_date":"2026-03-25T00:00:00-04:00","tz":"America\/New_York"},"extras":[],"hg_media":{"679738":{"id":"679738","type":"image","title":"Cyber Navy","body":null,"created":"1774461240","gmt_created":"2026-03-25 17:54:00","changed":"1774461240","gmt_changed":"2026-03-25 17:54:00","alt":"A graphic of a boat sailing across the globe with a cyber shield at its front. ","file":{"fid":"263933","name":"AdobeStock_1936842040.jpeg","image_path":"\/sites\/default\/files\/2026\/03\/25\/AdobeStock_1936842040.jpeg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/03\/25\/AdobeStock_1936842040.jpeg","mime":"image\/jpeg","size":50518,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/03\/25\/AdobeStock_1936842040.jpeg?itok=CQWC0YmI"}}},"media_ids":["679738"],"groups":[{"id":"47223","name":"College of Computing"},{"id":"1188","name":"Research Horizons"},{"id":"660367","name":"School of Cybersecurity and Privacy"}],"categories":[{"id":"153","name":"Computer Science\/Information Technology and Security"},{"id":"145","name":"Engineering"},{"id":"135","name":"Research"},{"id":"8862","name":"Student Research"}],"keywords":[{"id":"187915","name":"go-researchnews"}],"core_research_areas":[{"id":"145171","name":"Cybersecurity"},{"id":"39461","name":"Manufacturing, Trade, and Logistics"}],"news_room_topics":[],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003EJohn Popham\u003C\/p\u003E\u003Cp\u003ECommunications Officer II\u0026nbsp;School of Cybersecurity and Privacy\u0026nbsp;\u003C\/p\u003E","format":"limited_html"}],"email":["jpopham3@gatech.edu"],"slides":[],"orientation":[],"userdata":""}},"689184":{"#nid":"689184","#data":{"type":"news","title":"Cybersecurity and Privacy Faculty Earns Promotion and Tenure","body":[{"value":"\u003Cp\u003EThe Georgia Institute of Technology recently announced that \u003Cstrong\u003EFrankLi\u003C\/strong\u003E has been promoted from Assistant Professor to Associate Professor and has been granted tenure.\u003C\/p\u003E\u003Cp\u003ELi, an accomplished computer security and privacy researcher, joined Georgia Tech in 2020 as the Institute was launching the School of Cybersecurity and Privacy (SCP). He holds a joint appointment with the School of Electrical and Computer Engineering (ECE).\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cWhile tenure may be an individual\u0027s milestone, in reality, it reflects the help, support, and hard work of countless others,\u201d Li said.\u003C\/p\u003E\u003Cp\u003EHe credits his accomplishments to the ongoing mentorship and support he has received from faculty and staff at SCP, ECE, and Georgia Tech.\u003C\/p\u003E\u003Cp\u003E\u201cI\u0027m also extremely thankful to work with such amazing students at Georgia Tech, especially the Ph.D. students in my research lab, and the BS and MS students in my classes, who help our research efforts. Georgia Tech has been an amazing place to start my faculty career,\u201d said Li.\u003C\/p\u003E\u003Cp\u003ELi advises five Ph.D. students at his Better Empirically Established Security (\u003Ca href=\u0022https:\/\/faculty.cc.gatech.edu\/~frankli\/beeslab.html\u0022\u003EBEES\u003C\/a\u003E) lab in SCP. They take a data-driven approach to understanding how security and privacy concerns manifest in practice, and use the insights gained to drive improvements in real-world security.\u003C\/p\u003E\u003Cp\u003ETheir research examines how users, security operators, and attackers behave in various security and privacy-sensitive situations, often using internet-wide measurements, network traffic analysis, user studies and experiments, and large-scale data mining.\u003C\/p\u003E\u003Cp\u003E\u201cThe tenure and promotion to associate professor rank is in recognition of the outstanding research program Frank has developed at SCP,\u201d said \u003Cstrong\u003EMustaque\u003C\/strong\u003E \u003Cstrong\u003EAhamad\u003C\/strong\u003E, interim chair and Regents\u2019 Entrepreneur.\u003C\/p\u003E\u003Cp\u003E\u201cHe is an award-winning educator. We look forward to his continued leadership in the important areas of usable security and network security in the future.\u201d\u003C\/p\u003E\u003Cp\u003ELi was among nine College of Computing faculty members who received promotion and \u003Ca href=\u0022https:\/\/www.cc.gatech.edu\/news\/institute-announcement-recognizes-faculty-achievement-and-excellence\u0022\u003Etenure this year\u003C\/a\u003E.\u003C\/p\u003E\u003Cp\u003EJohn P. Imlay Jr. Dean of Computing \u003Cstrong\u003EVivek\u003C\/strong\u003E \u003Cstrong\u003ESarkar\u003C\/strong\u003E emailed the College community with the good news.\u003C\/p\u003E\u003Cp\u003E\u201cWe are truly thrilled to celebrate this moment with you, as we recognize your contributions to our students and to the advancement of our College and Institute in so many ways,\u201d he said.\u003C\/p\u003E\u003Cp\u003EIn 2025, Li received the prestigious \u003Ca href=\u0022https:\/\/www.cc.gatech.edu\/news\/new-research-will-move-us-closer-passwordless-society\u0022\u003ECAREER Award\u003C\/a\u003E from the National Science Foundation (NSF). His CAREER project will investigate real-world uses of FIDO2\/passkeys and address security and usability issues that can arise. A goal of his research is to identify and resolve problems before they become widespread and more difficult to solve.\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003E\u003Cstrong\u003EGeorgia Institute of Technology\u003C\/strong\u003E promoted \u003Cstrong\u003EFrank Li\u003C\/strong\u003E to associate professor with tenure, recognizing his impactful research and teaching since joining in 2020 in the School of Cybersecurity and Privacy and ECE. Li leads the BEES Lab, where he and his students use data-driven methods to study real-world security and privacy challenges, including user behavior and network activity, to improve practical systems. Praised for his leadership in usable and network security, he was also among nine faculty honored this year and received a 2025 CAREER Award from the \u003Cstrong\u003ENational Science Foundation\u003C\/strong\u003E to study FIDO2\/passkeys and address emerging security and usability issues.\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Georgia Institute of Technology promoted Frank Li to associate professor with tenure, recognizing his impactful research and teaching since joining in 2020 in the School of Cybersecurity and Privacy and ECE. Li leads the BEES Lab, where he and his student"}],"uid":"36253","created_gmt":"2026-03-25 16:41:30","changed_gmt":"2026-03-25 16:42:42","author":"John Popham","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2026-03-25T00:00:00-04:00","iso_date":"2026-03-25T00:00:00-04:00","tz":"America\/New_York"},"extras":[],"hg_media":{"679737":{"id":"679737","type":"image","title":"Frank-Li-Story-Graphic-web-copy.jpg","body":null,"created":"1774456919","gmt_created":"2026-03-25 16:41:59","changed":"1774456919","gmt_changed":"2026-03-25 16:41:59","alt":"A graphic showing Frank Li\u0027s promotion to associate professor. ","file":{"fid":"263932","name":"Frank-Li-Story-Graphic-web-copy.jpg","image_path":"\/sites\/default\/files\/2026\/03\/25\/Frank-Li-Story-Graphic-web-copy.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/03\/25\/Frank-Li-Story-Graphic-web-copy.jpg","mime":"image\/jpeg","size":1860330,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/03\/25\/Frank-Li-Story-Graphic-web-copy.jpg?itok=6PznWAGU"}}},"media_ids":["679737"],"groups":[{"id":"47223","name":"College of Computing"},{"id":"660367","name":"School of Cybersecurity and Privacy"}],"categories":[{"id":"153","name":"Computer Science\/Information Technology and Security"},{"id":"145","name":"Engineering"}],"keywords":[],"core_research_areas":[{"id":"145171","name":"Cybersecurity"}],"news_room_topics":[],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003EJohn Popham\u0026nbsp;\u003C\/p\u003E\u003Cp\u003ECommunications Officer II\u0026nbsp;School of Cybersecurity and Privacy\u0026nbsp;\u003C\/p\u003E","format":"limited_html"}],"email":["jpopham3@gatech.edu"],"slides":[],"orientation":[],"userdata":""}},"689007":{"#nid":"689007","#data":{"type":"news","title":"New Mobile App Turns Phones into At-Home Fetal Heart Monitors","body":[{"value":"\u003Cdiv\u003E\u003Cp\u003EA new mobile app will soon put the ability to monitor a baby\u2019s prenatal heartbeat in the hands of pregnant women who may worry about their baby\u2019s health in between doctor\u2019s visits.\u0026nbsp;\u003C\/p\u003E\u003C\/div\u003E\u003Cdiv\u003E\u003Cp\u003EStudies show that one in five pregnant women experiences \u003Ca href=\u0022https:\/\/theconversation.com\/perinatal-anxiety-one-in-five-women-experience-it-but-many-still-suffer-alone-before-or-after-childbirth-133667\u0022 rel=\u0022noreferrer noopener\u0022 target=\u0022_blank\u0022\u003Eperinatal anxiety\u003C\/a\u003E, which is characterized by intense negative thoughts about their pregnancy.\u0026nbsp;\u003C\/p\u003E\u003C\/div\u003E\u003Cdiv\u003E\u003Cp\u003EDopFone turns any smartphone speaker into a Doppler radar by emitting a low-pitched ultrasound and detecting reflected signals of abdominal surface vibrations caused by a fetal heartbeat.\u0026nbsp;\u003C\/p\u003E\u003C\/div\u003E\u003Cdiv\u003E\u003Cp\u003E\u003Ca href=\u0022https:\/\/www.alexandertadams.com\/\u0022 rel=\u0022noreferrer noopener\u0022 target=\u0022_blank\u0022\u003E\u003Cstrong\u003EAlex Adams\u003C\/strong\u003E\u003C\/a\u003E, an assistant professor in Georgia Tech\u2019s School of Interactive Computing, said he came up with the idea for DopFone as he and his wife, Elise, experienced two miscarriages. At the time, she couldn\u2019t reliably measure the fetal heart rate with a standard fetal Doppler monitor.\u0026nbsp;\u003C\/p\u003E\u003C\/div\u003E\u003Cdiv\u003E\u003Cp\u003EThose experiences exposed gaps in the maternal healthcare process.\u0026nbsp;\u003C\/p\u003E\u003C\/div\u003E\u003Cdiv\u003E\u003Cp\u003E\u201cThere are a lot of great devices in hospitals and clinics, but there\u2019s not much outside of those venues, even for high-risk pregnancies,\u201d Adams said. \u201cThis is about filling the gaps between checkups.\u201d\u0026nbsp;\u003C\/p\u003E\u003C\/div\u003E\u003Cdiv\u003E\u003Cp\u003E\u003Ca href=\u0022https:\/\/www.poojitagarg.com\/\u0022 rel=\u0022noreferrer noopener\u0022 target=\u0022_blank\u0022\u003E\u003Cstrong\u003EPoojita Garg\u003C\/strong\u003E\u003C\/a\u003E joined Adams to work on DopFone while completing her master\u2019s degree at Georgia Tech. She is now pursuing her Ph.D. at the University of Washington and is co-advised by Professor Swetak Patel, who earned his Ph.D. from Georgia Tech in 2008.\u0026nbsp;\u003C\/p\u003E\u003C\/div\u003E\u003Cdiv\u003E\u003Cp\u003EGarg is working with the University of Washington School of Medicine to conduct DopFone\u2019s first clinical trials.\u0026nbsp;\u003C\/p\u003E\u003C\/div\u003E\u003Cdiv\u003E\u003Cp\u003EGarg tested DopFone on 23 patients and achieved a plus-minus of 4.9 beats per minute, well within the clinical standard range of eight beats per minute for reliable fetal heart rate measurement.\u0026nbsp;\u003C\/p\u003E\u003C\/div\u003E\u003Cdiv\u003E\u003Cp\u003EAdams said it measured within two beats per minute in most cases, with an error rate of less than one percent.\u0026nbsp;\u003C\/p\u003E\u003C\/div\u003E\u003Cdiv\u003E\u003Cp\u003EAbout one million pregnancies in the U.S. end in miscarriage, \u003Ca href=\u0022https:\/\/medicine.yale.edu\/news-article\/dr-harvey-kliman-study-finds-the-placenta-holds-answers-to-many-unexplained-pregnancy-losses\/\u0022 rel=\u0022noreferrer noopener\u0022 target=\u0022_blank\u0022\u003Eaccording to a study from the Yale School of Medicine\u003C\/a\u003E, and doctors know little about what causes them. Adams said that number is probably higher because many go unreported.\u0026nbsp;\u003C\/p\u003E\u003C\/div\u003E\u003Cdiv\u003E\u003Cp\u003EAdams and Garg said it\u2019s unclear whether the innovation could reduce the number of miscarriages. However, consistent fetal heart rate data collection outside of the doctor\u2019s office could provide a better idea of what happens leading up to a miscarriage.\u0026nbsp;\u003C\/p\u003E\u003C\/div\u003E\u003Cdiv\u003E\u003Cp\u003E\u201cFrom there, we can take preventative action,\u201d Adams said. \u201cIf nothing else, we can give a sense of comfort to those who may be worried.\u201d\u0026nbsp;\u003C\/p\u003E\u003C\/div\u003E\u003Cdiv\u003E\u003Cp\u003E\u003Cstrong\u003EExpanding Access\u003C\/strong\u003E\u0026nbsp;\u003C\/p\u003E\u003C\/div\u003E\u003Cdiv\u003E\u003Cp\u003EWhile couples can purchase portable fetal heart rate monitors, Adams and Garg see DopFone as a low-cost alternative for those who live in areas with limited or inaccessible healthcare systems.\u0026nbsp;\u0026nbsp;\u003C\/p\u003E\u003C\/div\u003E\u003Cdiv\u003E\u003Cp\u003E\u201cThere\u2019s a lot of potential for using it in what doctors like to call maternity deserts,\u201d Garg said. \u201cThese are areas where a pregnant person, at the time of delivery, would have to travel long distances to reach a hospital. This technology will be useful globally in underdeveloped areas of the world.\u201d\u0026nbsp;\u003C\/p\u003E\u003C\/div\u003E\u003Cdiv\u003E\u003Cp\u003EThe researchers also mentioned that external add-ons and attachments aren\u2019t part of their design goals. They prefer to rely on the phone\u2019s built-in features to keep the technology accessible.\u0026nbsp;\u003C\/p\u003E\u003C\/div\u003E\u003Cdiv\u003E\u003Cp\u003E\u201cThe real value is that 96% of America already has the technology in their pocket, along with 60% of the world\u2019s population,\u201d Adams said. \u201cHalf of the battle is having the right tools. The more we can get from what\u2019s already in the phone, the more we can guarantee people have access to it.\u201d\u0026nbsp;\u003C\/p\u003E\u003C\/div\u003E\u003Cdiv\u003E\u003Cp\u003E\u003Cstrong\u003ENot a Substitute\u003C\/strong\u003E\u0026nbsp;\u003C\/p\u003E\u003C\/div\u003E\u003Cdiv\u003E\u003Cp\u003ESome patients may feel a constant need to check their unborn child\u2019s heart rate, and Garg acknowledged that a tool like DopFone could increase that anxiety. She and Adams said a future version of the app will tell the parent if the heart rate is within a healthy range.\u0026nbsp;\u003C\/p\u003E\u003C\/div\u003E\u003Cdiv\u003E\u003Cp\u003E\u201cThere\u2019s a lot of tradeoffs between a tool that could provide reassurance or create anxiety,\u201d she said. \u201cWe want the use of this tool to be recommended by a doctor and for doctors and their care teams to be kept in the loop.\u201d\u0026nbsp;\u003C\/p\u003E\u003C\/div\u003E\u003Cdiv\u003E\u003Cp\u003EShe also said DopFone is not meant to replace anything that is done in a clinic.\u0026nbsp;\u003C\/p\u003E\u003C\/div\u003E\u003Cdiv\u003E\u003Cp\u003E\u201cThere are devices that make the whole process possible at home, but this is something that should be done in a clinic, so that\u2019s the line we want to draw,\u201d she said.\u0026nbsp;\u0026nbsp;\u003C\/p\u003E\u003C\/div\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EDopFone uses smartphone speakers to emit a low-pitched ultrasound that detects reflected signals of abdominal surface vibrations caused by fetal cardiac activity.\u003C\/p\u003E\u003Cp\u003E\u003Ca href=\u0022https:\/\/www.alexandertadams.com\/\u0022\u003E\u003Cstrong\u003EAlex Adams\u003C\/strong\u003E\u003C\/a\u003E, an assistant professor in Georgia Tech\u2019s School of Interactive Computing, said he came up with the idea for DopFone as he and his wife, Elise, suffered through two miscarriages.\u003C\/p\u003E\u003Cp\u003E\u003Ca href=\u0022https:\/\/www.poojitagarg.com\/\u0022\u003E\u003Cstrong\u003EPoojita Garg\u003C\/strong\u003E\u003C\/a\u003E joined Adams to work on DopFone while completing her master\u2019s at Georgia Tech. She is now pursuing her Ph.D. at the University of Washington and is co-advised by Professor Swetak Patel, who earned his Ph.D. from Georgia Tech in 2008.\u003C\/p\u003E\u003Cp\u003EGarg is working with the University of Washington School of Medicine to conduct DopFone\u2019s first clinical trials.\u003C\/p\u003E\u003Cp\u003EGarg tested DopFone on 23 patients and achieved a plus-minus of 4.9 beats per minute, well within the clinical standard for reliable fetal heart rate measurement of plus-minus 8 beats per minute.\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"A new app will allow pregnant women to conduct an ultrasound and receive an accurate fetal heart rate from their mobile phones."}],"uid":"36530","created_gmt":"2026-03-18 13:23:19","changed_gmt":"2026-03-23 13:16:06","author":"Nathan Deen","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2026-03-18T00:00:00-04:00","iso_date":"2026-03-18T00:00:00-04:00","tz":"America\/New_York"},"extras":[],"hg_media":{"679666":{"id":"679666","type":"image","title":"DopFone-PR-Photo-with-blur.jpg","body":null,"created":"1773840209","gmt_created":"2026-03-18 13:23:29","changed":"1773840209","gmt_changed":"2026-03-18 13:23:29","alt":"Woman holds mobile phone to the belly of a pregnant woman","file":{"fid":"263850","name":"DopFone-PR-Photo-with-blur.jpg","image_path":"\/sites\/default\/files\/2026\/03\/18\/DopFone-PR-Photo-with-blur.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/03\/18\/DopFone-PR-Photo-with-blur.jpg","mime":"image\/jpeg","size":113510,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/03\/18\/DopFone-PR-Photo-with-blur.jpg?itok=A5qhfUr7"}}},"media_ids":["679666"],"groups":[{"id":"47223","name":"College of Computing"},{"id":"1188","name":"Research Horizons"},{"id":"50876","name":"School of Interactive Computing"}],"categories":[{"id":"153","name":"Computer Science\/Information Technology and Security"}],"keywords":[{"id":"187915","name":"go-researchnews"},{"id":"9153","name":"Research Horizons"},{"id":"181431","name":"maternal"},{"id":"7677","name":"ultrasound"},{"id":"34741","name":"mobile app"},{"id":"29561","name":"pregnancy"},{"id":"190383","name":"pregnant women"},{"id":"168908","name":"smartphone"},{"id":"188420","name":"babies"},{"id":"178046","name":"fetal monitoring"}],"core_research_areas":[{"id":"39501","name":"People and Technology"}],"news_room_topics":[{"id":"71891","name":"Health and Medicine"}],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[],"email":[],"slides":[],"orientation":[],"userdata":""}},"688391":{"#nid":"688391","#data":{"type":"news","title":"Robot Pollinator Could Produce More, Better Crops for Indoor Farms","body":[{"value":"\u003Cp\u003EA new robot could solve one of the biggest challenges facing indoor farmers: manual pollination.\u003C\/p\u003E\u003Cp\u003EIndoor farms, also known as vertical farms, are popular among agricultural researchers and are expanding across the agricultural industry. Some benefits they have over outdoor farms include:\u003C\/p\u003E\u003Cul\u003E\u003Cli\u003EYear-round production of food crops\u003C\/li\u003E\u003Cli\u003ELess water and land requirements\u003C\/li\u003E\u003Cli\u003ENot needing pesticides\u003C\/li\u003E\u003Cli\u003EReducing carbon emissions from shipping\u003C\/li\u003E\u003Cli\u003EReducing food waste\u003C\/li\u003E\u003C\/ul\u003E\u003Cp\u003EAdditionally,\u0026nbsp;\u003Ca href=\u0022https:\/\/www.agritecture.com\/blog\/2021\/7\/20\/5-ways-vertical-farming-is-improving-nutrition\u0022\u003E\u003Cstrong\u003Esome studies\u003C\/strong\u003E\u003C\/a\u003E indicate that indoor farms produce more nutritious food for urban communities.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EHowever, these farms are often inaccessible to birds, bees, and other natural pollinators, leaving the pollination process to humans. The tedious process must be completed by hand for each flower to ensure the indoor crop flourishes.\u003C\/p\u003E\u003Cp\u003E\u003Ca href=\u0022https:\/\/research.gatech.edu\/people\/ai-ping-hu\u0022\u003E\u003Cstrong\u003EAi-Ping Hu\u003C\/strong\u003E\u003C\/a\u003E, a principal research engineer at the Georgia Tech Research Institute (GTRI), has spent years exploring methods to efficiently pollinate flowering plants and food crops in indoor farms to find a way to efficiently pollinate flower plants and food crops in indoor farms.\u003C\/p\u003E\u003Cp\u003EHu,\u0026nbsp;\u003Ca href=\u0022https:\/\/research.gatech.edu\/people\/shreyas-kousik\u0022\u003E\u003Cstrong\u003EAssistant Professor Shreyas Kousik of the George W. Woodruff School of Mechanical Engineering\u003C\/strong\u003E\u003C\/a\u003E, and a rotating group of student interns have developed a robot prototype that may be up to the task.\u003C\/p\u003E\u003Cp\u003EThe robot can efficiently pollinate plants that have both male and female reproductive parts. These plants only require pollen to be transferred from one part to the other rather than externally from another flower.\u003C\/p\u003E\u003Cp\u003ENatural pollinators perform this task outdoors, but Hu said indoor farmers often use a paintbrush or electric tootbrush to ensure these flowers are pollinated.\u0026nbsp;\u003C\/p\u003E\u003Ch4\u003E\u003Cstrong\u003EKnowing the Pose\u003C\/strong\u003E\u003C\/h4\u003E\u003Cp\u003EAn early challenge the research team addressed was teaching the robot to identify the \u201cpose\u201d of each flower. Pose refers to a flower\u2019s orientation, shape, and symmetry. Knowing these details ensures precise delivery of the pollen to maximize reproductive success.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cIt\u2019s crucial to know exactly which way the flowers are facing,\u201d Hu said.\u003C\/p\u003E\u003Cp\u003E\u201cYou want to approach the flower from the front because that\u2019s where all the biological structures are. Knowing the pose tells you where the stem is. Our device grasps the stem and shakes it to dislodge the pollen.\u003C\/p\u003E\u003Cp\u003E\u201cEvery flower is going to have its own pose, and you need to know what that is within at least 10 degrees.\u201d\u003C\/p\u003E\u003Ch4\u003E\u003Cstrong\u003EComputer Vision Breakthrough\u003C\/strong\u003E\u003C\/h4\u003E\u003Cp\u003E\u003Cstrong\u003EHarsh Muriki\u003C\/strong\u003E is a robotics master\u2019s student at Georgia Tech\u2019s School of Interactive Computing, who used computer vision to solve the pose problem while interning for Hu and GTRI.\u003C\/p\u003E\u003Cp\u003EMuriki attached a camera to a FarmBot to capture images of strawberry plants from dozens of angles in a small garden in front of Georgia Tech\u2019s Food Processing Technology Building. The\u0026nbsp;\u003Ca href=\u0022https:\/\/farm.bot\/?srsltid=AfmBOoqh1Z8vSs3WflZisgw5DsOUSo8shD4VtY0Y8_VmVpVyt0Iwalxo\u0022\u003E\u003Cstrong\u003EFarmBot\u003C\/strong\u003E\u003C\/a\u003E is an XYZ-axis robot that waters and sprays pesticides on outdoor gardens, though it is not capable of pollination.\u003C\/p\u003E\u003Cp\u003E\u201cWe reconstruct the images of the flower into a 3D model and use a technique that converts the 3D model into multiple 2D images with depth information,\u201d Muriki said. \u201cThis enables us to send them to object detectors.\u201d\u003C\/p\u003E\u003Cp\u003EMuriki said he used a real-time object detection system called YOLO (You Only Look Once) to classify objects. YOLO is known for identifying and classifying objects in a single pass.\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003EVed Sengupta\u003C\/strong\u003E, a computer engineering major who interned with Muriki, fine-tuned the algorithms that converted 3D images into 2D.\u003C\/p\u003E\u003Cp\u003E\u201cThis was a crucial part of making robot pollination possible,\u201d Sengupta said. \u201cThere is a big gap between 3D and 2D image processing.\u003C\/p\u003E\u003Cp\u003E\u201cThere\u2019s not a lot of data on the internet for 3D object detection, but there\u2019s a ton for 2D. We were able to get great results from the converted images, and I think any sector of technology can take advantage of that.\u201d\u003C\/p\u003E\u003Cp\u003ESengupta, Muriki, and Hu co-authored a paper about their work that was accepted to the 2025 International Conference on Robotics and Automation (ICRA) in Atlanta.\u003C\/p\u003E\u003Ch4\u003E\u003Cstrong\u003EMeasuring Success\u003C\/strong\u003E\u003C\/h4\u003E\u003Cp\u003EThe pollination robot, built in Kousik\u2019s Safe Robotics Lab, is now in the prototype phase.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EHu said the robot can do more than pollinate. It can also analyze each flower to determine how well it was pollinated and whether the chances for reproduction are high.\u003C\/p\u003E\u003Cp\u003E\u201cIt has an additional capability of microscopic inspection,\u201d Hu said. \u201cIt\u2019s the first device we know of that provides visual feedback on how well a flower was pollinated.\u201d\u003C\/p\u003E\u003Cp\u003EFor more information about the robot, visit the\u0026nbsp;\u003Ca href=\u0022https:\/\/saferoboticslab.me.gatech.edu\/research\/towards-robotic-pollination\/\u0022\u003E\u003Cstrong\u003ESafe Robotics Lab project page\u003C\/strong\u003E\u003C\/a\u003E.\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EManual pollination is one of the biggest challenges for indoor farmers. These farms are often inaccessible to birds, bees, and other natural pollinators, leaving the pollination process to humans. The tedious process must be completed by hand for each flower to ensure the indoor crop flourishes.\u003C\/p\u003E\u003Cp\u003EA Georgia Tech research led by Ai-Ping Hu and Shreyas Kousik team is working to solve that. A robot they\u0027ve developed can efficiently pollinate plants that have both male and female reproductive parts. These plants only require pollen to be transferred from one part to the other rather than externally from another flower.\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"A research team that expands GTRI, the College of Engineering, and the College of Computing have developed a robot capable of pollinating flowers in indoor farms."}],"uid":"36530","created_gmt":"2026-02-19 18:58:12","changed_gmt":"2026-03-20 12:54:01","author":"Nathan Deen","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2026-02-19T00:00:00-05:00","iso_date":"2026-02-19T00:00:00-05:00","tz":"America\/New_York"},"extras":[],"hg_media":{"679370":{"id":"679370","type":"image","title":"Harsh-Muriki_86A0006.jpg","body":null,"created":"1771527500","gmt_created":"2026-02-19 18:58:20","changed":"1771527500","gmt_changed":"2026-02-19 18:58:20","alt":"Harsh Muriki","file":{"fid":"263520","name":"Harsh-Muriki_86A0006.jpg","image_path":"\/sites\/default\/files\/2026\/02\/19\/Harsh-Muriki_86A0006.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/02\/19\/Harsh-Muriki_86A0006.jpg","mime":"image\/jpeg","size":140654,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/02\/19\/Harsh-Muriki_86A0006.jpg?itok=rd0rv1Yt"}}},"media_ids":["679370"],"groups":[{"id":"47223","name":"College of Computing"},{"id":"1188","name":"Research Horizons"},{"id":"50876","name":"School of Interactive Computing"}],"categories":[{"id":"194606","name":"Artificial Intelligence"},{"id":"153","name":"Computer Science\/Information Technology and Security"},{"id":"145","name":"Engineering"},{"id":"135","name":"Research"},{"id":"152","name":"Robotics"}],"keywords":[{"id":"9153","name":"Research Horizons"},{"id":"187991","name":"go-robotics"},{"id":"192863","name":"go-ai"},{"id":"11506","name":"computer vision"},{"id":"180840","name":"computer vision systems"},{"id":"669","name":"agriculture"},{"id":"194392","name":"AI in Agriculture"},{"id":"170254","name":"urban gardening"},{"id":"94111","name":"farming"},{"id":"14913","name":"urban farming"},{"id":"23911","name":"bees"},{"id":"6660","name":"flowers"},{"id":"187915","name":"go-researchnews"}],"core_research_areas":[{"id":"193655","name":"Artificial Intelligence at Georgia Tech"},{"id":"193653","name":"Georgia Tech Research Institute"},{"id":"39521","name":"Robotics"}],"news_room_topics":[{"id":"71911","name":"Earth and Environment"}],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003E\u003Ca href=\u0022mailto:ndeen6@gatech.edu\u0022\u003ENathan Deen\u003C\/a\u003E\u003Cbr\u003ECollege of Computing\u003Cbr\u003EGeorgia Tech\u003C\/p\u003E","format":"limited_html"}],"email":[],"slides":[],"orientation":[],"userdata":""}},"688478":{"#nid":"688478","#data":{"type":"news","title":"Student Getting Research Boost Through Google Ph.D. Fellowship","body":[{"value":"\u003Cp\u003EA Georgia Tech Ph.D. candidate is getting a boost to his research into developing more efficient multi-tasking artificial intelligence (AI) models without fine-tuning.\u003C\/p\u003E\u003Cp\u003EGeorgia Stoica is one of 38 Ph.D. students worldwide researching machine learning who were named a\u003Ca href=\u0022https:\/\/research.google\/programs-and-events\/phd-fellowship\/recipients\/\u0022\u003E\u003Cstrong\u003E 2025 Google Ph.D. Fellow\u003C\/strong\u003E\u003C\/a\u003E.\u003C\/p\u003E\u003Cp\u003EStoica is designing AI training methods that bypass fine-tuning, which is the process of adapting a large pre-trained model to perform new tasks. Fine-tuning is one of the most common ways engineers update large-language models like ChatGPT, Gemini, and Claude to add new capabilities.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EIf an AI company wants to give a model a new capability, it could create a new model from scratch for that specific purpose. However, if the model already has relevant training and knowledge of the new task, fine-tuning is cheaper.\u003C\/p\u003E\u003Cp\u003EStoica argues that fine-tuning still uses large amounts of data, and that other methods can help models learn more effectively and efficiently.\u003C\/p\u003E\u003Cp\u003E\u201cFull fine-tuning yields strong performance, but it can be costly, and it risks catastrophic forgetting,\u201d Stoica said. \u201cMy research asks if we can extend a model\u2019s capabilities by imbuing it with the expertise of others, without fine-tuning?\u003C\/p\u003E\u003Cp\u003E\u201cReducing cost and improving efficiency is more important than ever. We have so many publicly available models that have been trained to solve a variety of tasks. It\u2019s redundant to train a new model from scratch. It\u2019s much more efficient to leverage the information that already exists to get a model up to speed.\u201d\u003C\/p\u003E\u003Cp\u003EStoica said the solution is a cost-effective method called model merging. This method combines two or more AI models into a single model, improving performance without fine-tuning.\u003C\/p\u003E\u003Cp\u003EOn a basic level, Stoica said an example would be combining a model that is efficient at classifying cats with one that works well at dogs.\u003C\/p\u003E\u003Cp\u003E\u201cMerging is cheap because you just take the parameters, the weights of your existing models, and combine them,\u201d he said. \u201cYou could take the average of the weights to create a new model, but that sometimes doesn\u2019t work. My work has aimed to rearrange the weights so they can communicate easily with each other.\u201d\u003C\/p\u003E\u003Cp\u003EThrough his Google fellowship, Stoica seeks to apply model merging to create a cutting-edge vision encoder. A vision encoder converts image or video data into numerical representations that computers can understand. This enables tasks such as image or facial recognition and generative image captioning.\u003C\/p\u003E\u003Cp\u003E\u201cI want to be at the frontier of the field, and Google is clearly part of that,\u201d Stoica said. \u201cThe vision encoder is very large-scale, and Google has the infrastructure to accommodate it.\u201d\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EGeorgia Stoica is one of 38 Ph.D. students worldwide researching machine learning who were named a\u003Ca href=\u0022https:\/\/research.google\/programs-and-events\/phd-fellowship\/recipients\/\u0022\u003E\u003Cstrong\u003E 2025 Google Ph.D. Fellow\u003C\/strong\u003E\u003C\/a\u003E.\u003C\/p\u003E\u003Cp\u003EStoica is designing AI training methods that bypass fine-tuning, which is the process of adapting a large pre-trained model to perform new tasks. Fine-tuning is one of the most common ways engineers update large-language models like ChatGPT, Gemini, and Claude to add new capabilities.\u0026nbsp;\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Georgia Stoica is one of 38 Ph.D. students worldwide researching machine learning who were named a 2025 Google Ph.D. Fellow."}],"uid":"36530","created_gmt":"2026-02-23 17:43:54","changed_gmt":"2026-03-20 12:53:05","author":"Nathan Deen","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2026-02-23T00:00:00-05:00","iso_date":"2026-02-23T00:00:00-05:00","tz":"America\/New_York"},"extras":[],"hg_media":{"679394":{"id":"679394","type":"image","title":"IMG_2942-copy-2.jpg","body":null,"created":"1771868657","gmt_created":"2026-02-23 17:44:17","changed":"1771868657","gmt_changed":"2026-02-23 17:44:17","alt":"George Stoica","file":{"fid":"263553","name":"IMG_2942-copy-2.jpg","image_path":"\/sites\/default\/files\/2026\/02\/23\/IMG_2942-copy-2.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/02\/23\/IMG_2942-copy-2.jpg","mime":"image\/jpeg","size":112361,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/02\/23\/IMG_2942-copy-2.jpg?itok=KCVheh-u"}}},"media_ids":["679394"],"groups":[{"id":"47223","name":"College of Computing"},{"id":"1188","name":"Research Horizons"},{"id":"50876","name":"School of Interactive Computing"}],"categories":[{"id":"194606","name":"Artificial Intelligence"},{"id":"153","name":"Computer Science\/Information Technology and Security"}],"keywords":[{"id":"3165","name":"google"},{"id":"9143","name":"Graduate Research Fellowship"},{"id":"192863","name":"go-ai"},{"id":"9153","name":"Research Horizons"},{"id":"187915","name":"go-researchnews"}],"core_research_areas":[{"id":"193655","name":"Artificial Intelligence at Georgia Tech"}],"news_room_topics":[{"id":"71871","name":"Campus and Community"}],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[],"email":[],"slides":[],"orientation":[],"userdata":""}},"688487":{"#nid":"688487","#data":{"type":"news","title":"New Study Could Show How TikTok\u2019s Algorithm Affects Youth Mental Health","body":[{"value":"\u003Cdiv\u003E\u003Cdiv\u003E\u003Cp\u003EMeta CEO Mark Zuckerberg\u0026nbsp;\u003Ca href=\u0022https:\/\/www.latimes.com\/california\/story\/2026-02-18\/mark-zuckerberg-tesimony-la-social-media-trial?utm_source=chatgpt.com\u0022\u003E\u003Cstrong\u003Etook the witness stand\u003C\/strong\u003E\u003C\/a\u003E last week in Los Angeles County Superior Court to defend his company from accusations that social media harms children.\u003C\/p\u003E\u003Cp\u003EA lawsuit filed by a 20-year-old plaintiff alleges Instagram and other social media apps are designed to make young users addicted to their platforms.\u003C\/p\u003E\u003Cp\u003EMeanwhile, social media experts believe the algorithms that drive content on these platforms play a role in hooking users and keeping them scrolling for extensive periods of time.\u003C\/p\u003E\u003Cp\u003EA new study led by Georgia Tech might confirm this suspicion.\u003C\/p\u003E\u003Cp\u003EUsing recently acquired data from more than 10,000 adolescent users,\u0026nbsp;\u003Ca href=\u0022http:\/\/www.munmund.net\/\u0022\u003E\u003Cstrong\u003EMunmun De Choudhury\u003C\/strong\u003E\u003C\/a\u003E will audit TikTok\u2019s recommendation algorithm and study its impact on young people\u2019s behavior and mental health.\u003C\/p\u003E\u003Cp\u003EDe Choudhury is leading a multi-institutional research team on a four-year, $1.7 million grant from the Huo Family Foundation.\u003C\/p\u003E\u003Cp\u003E\u201cWe hope to learn the different types of negative exposures that young people experience when using TikTok,\u201d De Choudhury said. \u201cThis can help us characterize what they\u2019re watching and build computational methods to understand the consumption behaviors of these participants and how they\u2019re affected by the algorithm.\u201d\u003C\/p\u003E\u003Cp\u003EDe Choudhury, a professor in Georgia Tech\u2019s School of Interactive Computing, is collaborating with Amy Orben, a professor at the University of Cambridge, and Homa Hosseinmardi, an assistant professor at UCLA, on the project.\u003C\/p\u003E\u003Cp\u003ESocial media platforms have become increasingly reluctant to share their data in recent years, posing a challenge for researchers like De Choudhury.\u003C\/p\u003E\u003Cp\u003E\u201cWe can\u2019t do the type of studies we did 10 years ago with X (formerly Twitter) because the API is much more restrictive,\u201d she said. \u201cThere are limited ways to programmatically access people\u2019s data now.\u003C\/p\u003E\u003Cp\u003E\u201cWe must go through a tedious, manual process to get around declining access to social media data. This data-gathering process is essential given the sensitive nature of mental health research. You want data that is shared with consent.\u201d\u003C\/p\u003E\u003Cp\u003EOrben collected TikTok data from more than 10,000 young people in the UK who consented to provide their personal data archives in accordance with the European Union\u2019s General Data Protection Regulation (GDPR).\u003C\/p\u003E\u003Cp\u003EThe collected data includes watch histories, which De Choudhury said distinguishes this research from other social media studies that focus on what users post.\u003C\/p\u003E\u003Cp\u003E\u201cWe don\u2019t understand passive social media consumption very well, so we hope to close that gap and learn what that looks like,\u201d she said. \u201cThat could complement or contrast what we know about people\u2019s active engagement on these platforms. Is what they\u2019re consuming directly related to what they\u2019re posting? How does passive consumption affect young people\u2019s mental health?\u201d\u003C\/p\u003E\u003Cp\u003EA clearer picture of how algorithm-based content affects young people could result in design interventions to minimize negative effects. De Choudhury said studying data from young people is critical because it\u2019s not too late to steer them away from unhealthy behavioral patterns.\u003C\/p\u003E\u003Cp\u003E\u201cSome of the earliest signs or symptoms of mental health conditions appear in adolescence,\u201d she said. \u201cIf appropriate care and support are provided, maybe it\u2019s possible to prevent these symptoms from becoming full-blown in the future.\u201d\u003C\/p\u003E\u003Ch4\u003E\u003Cstrong\u003EBeyond TikTok\u003C\/strong\u003E\u003C\/h4\u003E\u003Cp\u003EWhat the research team learns about TikTok could also provide broader insight into other social media platforms.\u003C\/p\u003E\u003Cp\u003ETikTok has been influential in how social media platforms display video content. Competitors like Instagram and X modeled their video presentation after TikTok\u2019s, which can easily lead to doomscrolling.\u003C\/p\u003E\u003Cp\u003E\u201cOur hope is that our findings can be generalized, with the caveat the data we have is exclusively from TikTok,\u201d De Choudhury said. \u201cOther platforms have similar video-sharing and consumption features where the video automatically plays from one to the next. We hope what we learn from TikTok will be applicable to people\u2019s activities elsewhere, though it will require future work beyond this project to draw concrete conclusions.\u201d\u003C\/p\u003E\u003Ch4\u003E\u003Cstrong\u003ESimulating Feeds with AI\u003C\/strong\u003E\u003C\/h4\u003E\u003Cp\u003EDe Choudhury said an additional part of the study will be using artificial intelligence (AI) to simulate video feeds.\u003C\/p\u003E\u003Cp\u003EIn 2024, Hosseinmardi led a study at the University of Pennsylvania on YouTube\u2019s recommendation algorithm and used bots that either followed or ignored the recommendations.\u003C\/p\u003E\u003Cp\u003EDe Choudhury said they will use a similar method for TikTok.\u003C\/p\u003E\u003Cp\u003E\u201cThe feeds will be realistic but generated by AI to see the potential pathways to consumption rabbit holes,\u201d she said. \u201cThis should give us some insight into how algorithms influence the negative and positive exposures people might be having on TikTok.\u201d\u003C\/p\u003E\u003Ch4\u003E\u003Cstrong\u003EFoundation Expands Reach\u003C\/strong\u003E\u003C\/h4\u003E\u003Cp\u003EBased in the UK and established in 2009, the Huo Family Foundation supports community education initiatives in the UK, the U.S., and China.\u003C\/p\u003E\u003Cp\u003EThe organization announced in January its launch of the Huo Family Foundation Science Programme.\u0026nbsp;\u003Ca href=\u0022https:\/\/huofamilyfoundation.org\/news\/updates\/huo-family-foundation-awards-17-6m-for-groundbreaking-research\/\u0022\u003E\u003Cstrong\u003EThe new program is committing $17.6 million to fund 20 new multi-year research grants\u003C\/strong\u003E\u003C\/a\u003E that explore the impact of digital technology on the brain development, social behavior, and mental health of young people.\u003C\/p\u003E\u003Cp\u003E\u201cDigital technology is profoundly shaping childhood and young adulthood, yet there is limited causal evidence of its effects,\u201d\u0026nbsp;said Yan Huo, founder of the Huo Family Foundation, in a press release.\u0026nbsp;\u201cWe are proud to support exceptional researchers advancing vital scientific understanding.\u201d\u003C\/p\u003E\u003C\/div\u003E\u003C\/div\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cdiv\u003E\u003Cdiv dir=\u0022ltr\u0022\u003E\u003Cp\u003ELed by Georgia Tech professor Munmun De Choudhury, a multi-institutional research team is launching a $1.7 million study to examine how TikTok\u2019s recommendation algorithm influences the mental health of adolescent users. The project focuses on passive consumption by analyzing the watch histories of over 10,000 young participants and using AI to simulate content \u0022rabbit holes.\u0022 By identifying patterns of negative exposure, the researchers aim to develop design interventions that can steer teenagers away from unhealthy behavioral patterns and support early mental health care.\u003C\/p\u003E\u003C\/div\u003E\u003C\/div\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"A Georgia Tech-led research team is conducting a multi-year study using data from more than 10,000 adolescents to investigate how TikTok\u2019s recommendation algorithm and passive content consumption impact youth mental health."}],"uid":"36530","created_gmt":"2026-02-24 14:29:28","changed_gmt":"2026-03-20 12:52:52","author":"Nathan Deen","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2026-02-24T00:00:00-05:00","iso_date":"2026-02-24T00:00:00-05:00","tz":"America\/New_York"},"extras":[],"hg_media":{"679406":{"id":"679406","type":"image","title":"208A9267-2.jpg","body":null,"created":"1771943377","gmt_created":"2026-02-24 14:29:37","changed":"1771943377","gmt_changed":"2026-02-24 14:29:37","alt":"Munmun De Choudhury","file":{"fid":"263567","name":"208A9267-2.jpg","image_path":"\/sites\/default\/files\/2026\/02\/24\/208A9267-2.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/02\/24\/208A9267-2.jpg","mime":"image\/jpeg","size":104533,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/02\/24\/208A9267-2.jpg?itok=3fEZjVVt"}}},"media_ids":["679406"],"groups":[{"id":"47223","name":"College of Computing"},{"id":"1188","name":"Research Horizons"},{"id":"50876","name":"School of Interactive Computing"}],"categories":[{"id":"194606","name":"Artificial Intelligence"},{"id":"153","name":"Computer Science\/Information Technology and Security"},{"id":"143","name":"Digital Media and Entertainment"},{"id":"135","name":"Research"}],"keywords":[{"id":"187915","name":"go-researchnews"},{"id":"9153","name":"Research Horizons"},{"id":"167543","name":"social media"},{"id":"190947","name":"tiktok"},{"id":"10343","name":"mental health"},{"id":"10824","name":"Children And Adolescents"},{"id":"5660","name":"algorithms"}],"core_research_areas":[{"id":"39501","name":"People and Technology"}],"news_room_topics":[{"id":"71901","name":"Society and Culture"}],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[],"email":[],"slides":[],"orientation":[],"userdata":""}},"688516":{"#nid":"688516","#data":{"type":"news","title":" Is This Your AI? Researchers Crack AI Blackbox","body":[{"value":"\u003Cdiv\u003E\u003Cdiv\u003E\u003Cp\u003EArtificial intelligence (AI) systems power everything from chatbots to security cameras, yet many of the most advanced models operate as \u201cblack boxes.\u201d Companies can use them, but outsiders can\u2019t see how they were built, where they came from, or whether they contain hidden flaws.\u003C\/p\u003E\u003Cp\u003EThis lack of transparency creates real risks. A model could contain security vulnerabilities or hidden backdoors. It could also be a lightly modified version of an open-source system \u2014 repackaged in violation of its license \u2014 with no easy way to prove it.\u003C\/p\u003E\u003Cp\u003EResearchers at the Georgia Institute of Technology have developed a new framework, ZEN, to help solve this problem. The tool can recover a model\u2019s unique \u201cfingerprint\u201d directly from its memory, allowing experts to trace its origins and reconstruct how it was assembled.\u003C\/p\u003E\u003Cp\u003E\u201cAnalyzing a proprietary AI model without identifying where it came from and how it is constructed is like trying to fix a car engine with the hood welded shut,\u201d said \u003Ca href=\u0022https:\/\/davidoygenblik.github.io\/\u0022\u003E\u003Cstrong\u003EDavid Oygenblik\u003C\/strong\u003E\u003C\/a\u003E, a Ph.D. student at Georgia Tech and the study\u2019s lead author.\u003C\/p\u003E\u003Cp\u003E\u201cZEN not only X-rays the engine but also provides the complete wiring diagram.\u201d\u003C\/p\u003E\u003Cp\u003EZEN works by taking a snapshot of a running AI system and extracting information about both its mathematical structure and the code that defines it. It compares that fingerprint against a database of known open-source models to determine the system\u2019s origin.\u003C\/p\u003E\u003Cp\u003EIf it finds a match, ZEN identifies the exact changes and generates software patches that allow investigators to recreate a working replica of the proprietary model for testing.\u003C\/p\u003E\u003Cp\u003EThat capability has major implications for both security and intellectual property protection.\u003C\/p\u003E\u003Cp\u003E\u201cWith ZEN, a security analyst can finally test a black-box model for hidden backdoors, and a company can gather concrete evidence to prove its software license was infringed,\u201d Oygenblik said.\u003C\/p\u003E\u003Cp\u003ETo evaluate the system, the research team tested ZEN on 21 state-of-the-art AI models, including Llama 3, YOLOv10, and other well-known systems.\u003C\/p\u003E\u003Cp\u003EZEN correctly traced every customized model back to its original open-source foundation \u2014 achieving 100% attribution accuracy. Even when models had been heavily modified \u2014 differing by more than 83% from their original versions \u2014 ZEN successfully identified the changes and enabled full reconstruction for security testing.\u003C\/p\u003E\u003Cp\u003EThe researchers will present their findings at the 2026 \u003Ca href=\u0022https:\/\/www.ndss-symposium.org\/\u0022\u003ENetwork and Distributed System Security (NDSS) Symposium\u003C\/a\u003E. The paper, \u003Ca href=\u0022https:\/\/www.ndss-symposium.org\/ndss-paper\/achieving-zen-combining-mathematical-and-programmatic-deep-learning-model-representations-for-attribution-and-reuse\/\u0022\u003E\u003Cem\u003EAchieving Zen: Combining Mathematical and Programmatic Deep Learning Model Representations for Attribution and Reuse\u003C\/em\u003E\u003C\/a\u003E, was authored by Oygenblik, master\u2019s student \u003Cstrong\u003EDinko Dermendzhiev\u003C\/strong\u003E, Ph.D. students \u003Cstrong\u003EFilippos Sofias\u003C\/strong\u003E, \u003Cstrong\u003EMingxuan Yao\u003C\/strong\u003E, \u003Cstrong\u003EHaichuan Xu\u003C\/strong\u003E, and \u003Cstrong\u003ERunze Zhang\u003C\/strong\u003E, post-doctorate scholars \u003Cstrong\u003EJeman Park\u003C\/strong\u003E, and \u003Cstrong\u003EAmit Kumar Sikder\u003C\/strong\u003E, as well as Associate Professor \u003Cstrong\u003EBrendan Saltaformaggio\u003C\/strong\u003E.\u003C\/p\u003E\u003C\/div\u003E\u003C\/div\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cdiv\u003E\u003Cdiv\u003E\u003Cdiv\u003E\u003Cdiv\u003E\u003Cdiv\u003E\u003Cdiv\u003E\u003Cp\u003EResearchers have developed a technique to identify the origins of proprietary \u201cblack-box\u201d AI models, even when their internal structure and training data are hidden. Because many commercial AI systems cannot be externally inspected, it is difficult to detect security vulnerabilities, intellectual property theft, licensing violations, or trace a model\u2019s lineage. The new approach enables researchers to attribute models, determine whether one was derived from another, and identify potential misuse of protected data. By improving transparency and enabling verification of model provenance, the work strengthens accountability and trust in AI systems.\u003C\/p\u003E\u003C\/div\u003E\u003C\/div\u003E\u003C\/div\u003E\u003C\/div\u003E\u003C\/div\u003E\u003C\/div\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Researchers have developed a technique to identify the origins of proprietary \u201cblack-box\u201d AI models, even when their internal structure and training data are hidden."}],"uid":"36253","created_gmt":"2026-02-25 17:33:20","changed_gmt":"2026-03-20 12:52:42","author":"John Popham","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2026-02-25T00:00:00-05:00","iso_date":"2026-02-25T00:00:00-05:00","tz":"America\/New_York"},"extras":[],"hg_media":{"679429":{"id":"679429","type":"image","title":"Is-this-your-AI.jpg","body":null,"created":"1772040810","gmt_created":"2026-02-25 17:33:30","changed":"1772040810","gmt_changed":"2026-02-25 17:33:30","alt":"A graphic showing an AI model in an outstretched hand. ","file":{"fid":"263592","name":"Is-this-your-AI.jpg","image_path":"\/sites\/default\/files\/2026\/02\/25\/Is-this-your-AI.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/02\/25\/Is-this-your-AI.jpg","mime":"image\/jpeg","size":1346270,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/02\/25\/Is-this-your-AI.jpg?itok=ehbGALRW"}}},"media_ids":["679429"],"related_links":[{"url":"https:\/\/www.ndss-symposium.org\/wp-content\/uploads\/2026-s1628-paper.pdf","title":"Read the Paper"}],"groups":[{"id":"47223","name":"College of Computing"},{"id":"1188","name":"Research Horizons"},{"id":"660367","name":"School of Cybersecurity and Privacy"}],"categories":[{"id":"153","name":"Computer Science\/Information Technology and Security"},{"id":"135","name":"Research"}],"keywords":[{"id":"2835","name":"ai"},{"id":"193860","name":"Artifical Intelligence"},{"id":"192863","name":"go-ai"},{"id":"365","name":"Research"},{"id":"187915","name":"go-researchnews"}],"core_research_areas":[{"id":"193655","name":"Artificial Intelligence at Georgia Tech"},{"id":"145171","name":"Cybersecurity"}],"news_room_topics":[{"id":"71881","name":"Science and Technology"}],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003EJohn Popham\u003C\/p\u003E\u003Cp\u003ECommunications Officer II\u0026nbsp;School of Cybersecurity and Privacy\u0026nbsp;\u003C\/p\u003E","format":"limited_html"}],"email":["jpopham3@gatech.edu"],"slides":[],"orientation":[],"userdata":""}},"688223":{"#nid":"688223","#data":{"type":"news","title":"Department of Energy Award to Power Nuclear Research With Machine Learning","body":[{"value":"\u003Cp\u003EThe future of clean energy depends on algorithms as much as it does atoms.\u003C\/p\u003E\u003Cp\u003EGeorgia Tech\u2019s\u0026nbsp;\u003Ca href=\u0022https:\/\/cse.gatech.edu\/people\/qi-tang\u0022\u003E\u003Cstrong\u003EQi Tang\u003C\/strong\u003E\u003C\/a\u003E is building machine learning (ML) models to accelerate nuclear fusion research, making it more affordable and more accurate. Backed by a grant from the U.S. Department of Energy (DOE), Tang\u2019s work brings clean, sustainable energy closer to reality.\u003C\/p\u003E\u003Cp\u003ETang has received an\u0026nbsp;\u003Ca href=\u0022https:\/\/science.osti.gov\/early-career\u0022\u003E\u003Cstrong\u003EEarly Career Research Program (ECRP) award\u003C\/strong\u003E\u003C\/a\u003E from the DOE Office of Science. The grant supports Tang with $875,000 disbursed over five years to craft ML and data processing tools that help scientists analyze massive datasets from nuclear experiments and simulations.\u003C\/p\u003E\u003Cp\u003ETang is the first faculty member from Georgia Tech\u2019s College of Computing and School of Computational Science and Engineering (CSE) to receive the ECRP. He is the seventh Georgia Tech researcher to earn the award and the only GT awardee among this year\u2019s 99 recipients.\u003C\/p\u003E\u003Cp\u003EMore than a milestone, the award reflects a shift in how nuclear research is done. Today, progress depends on computing and data science as much as on physics and engineering.\u003C\/p\u003E\u003Cp\u003E\u201cI am honored and excited to receive the ECRP award through DOE\u2019s Advanced Scientific Computing Research program, an organization I care about deeply,\u201d said Tang, an assistant professor in the School of CSE.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cI am grateful to my former colleagues at Los Alamos National Laboratory and collaborators at other national laboratories, including Lawrence Livermore, Sandia, and Argonne. I am also thankful for my Ph.D. students at Georgia Tech, whose dedication and creativity make this award possible.\u201d\u003C\/p\u003E\u003Cp\u003E[Related:\u0026nbsp;\u003Ca href=\u0022https:\/\/www.cc.gatech.edu\/news\/new-faculty-applies-high-performance-computing-scientific-machine-learning-interests-studies\u0022\u003E\u003Cstrong\u003ENew Faculty Applies High-Performance Computing, Scientific Machine Learning Interests to Studies in Plasma Physics\u003C\/strong\u003E\u003C\/a\u003E]\u003C\/p\u003E\u003Cp\u003EA problem in nuclear research is that fusion simulations are challenging to understand and use. These simulations generate enormous datasets that are too large to store, move, and analyze efficiently.\u003C\/p\u003E\u003Cp\u003E\u003Ca href=\u0022https:\/\/pamspublic.science.energy.gov\/WebPAMSExternal\/Interface\/Common\/ViewPublicAbstract.aspx?rv=a756f612-3409-44b8-89ea-7421bf0840e5\u0026amp;rtc=24\u0026amp;PRoleId=10\u0022\u003E\u003Cstrong\u003EIn his ECRP proposal to DOE\u003C\/strong\u003E\u003C\/a\u003E, Tang introduced new ML methods to improve the analysis and storage of particle data.\u003C\/p\u003E\u003Cp\u003ETang\u2019s approach balances shrinking data so it is easier to store and transfer while preserving the most important scientific features. His multiscale ML models are informed by physics, so the reduced data still reflects how fusion systems really behave.\u003C\/p\u003E\u003Cp\u003EWith Tang\u2019s research, scientists can run larger, more realistic fusion models and analyze results more quickly. This accelerates progress toward practical fusion energy.\u003C\/p\u003E\u003Cp\u003E\u201cIn contrast to generic black-box-type compression tools, we aim at preserving the intrinsic structures of the particle dataset during the data reduction processes,\u201d Tang said.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cTaking this approach, we can meet our goal of achieving high-fidelity preservation of critical physics with minimum loss of information.\u201d\u003C\/p\u003E\u003Cp\u003EComputing is essential in modern research because of the amount of data produced and captured from experiments and simulations. In the era of exascale supercomputers, data movement is a greater bottleneck than actual computation.\u003C\/p\u003E\u003Cp\u003EDOE operates three of the world\u2019s four exascale supercomputers. These machines can calculate one quintillion (a billion billion) operations per second.\u003C\/p\u003E\u003Cp\u003EThe exascale era began in 2022 with the launch of Frontier at Oak Ridge National Laboratory. Aurora followed in 2023 at Argonne National Laboratory. El Capitan arrived in 2024 at Lawrence Livermore National Laboratory.\u003C\/p\u003E\u003Cp\u003EWith Tang\u2019s data reduction approaches, all of DOE\u2019s supercomputers spend more time on science and less time waiting for data transfers.\u003C\/p\u003E\u003Cp\u003E\u201cQi\u2019s work in computational plasma physics and nuclear fusion modeling has been groundbreaking,\u201d said \u003Cstrong\u003EHaesun Park\u003C\/strong\u003E, Regents\u2019 Professor and Chair of the School of CSE.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cWe are proud of Qi and what this award means for him, Georgia Tech, and the Department of Energy toward leveraging computation to solve challenges in science and engineering, such as sustainable energy.\u0022\u003C\/p\u003E\u003Cp\u003E\u0026nbsp;\u003C\/p\u003E\u003Ch6\u003E\u003Cstrong\u003EPrevious Georgia Tech recipients of DOE Early Career Research Program awards include:\u003C\/strong\u003E\u003C\/h6\u003E\u003Cp\u003E\u003Ca href=\u0022https:\/\/www.gatech.edu\/news\/2024\/09\/26\/doe-recognizes-georgia-tech-researchers-prestigious-early-career-awards\u0022\u003E\u003Cstrong\u003EItamar Kimchi\u003C\/strong\u003E\u003C\/a\u003E, assistant professor, School of Physics\u003C\/p\u003E\u003Cp\u003E\u003Ca href=\u0022https:\/\/www.gatech.edu\/news\/2024\/09\/26\/doe-recognizes-georgia-tech-researchers-prestigious-early-career-awards\u0022\u003E\u003Cstrong\u003ESourabh Saha\u003C\/strong\u003E\u003C\/a\u003E, assistant professor, George W. Woodruff School of Mechanical Engineering\u003C\/p\u003E\u003Cp\u003E\u003Ca href=\u0022https:\/\/cos.gatech.edu\/news\/wenjing-liao-awarded-doe-early-career-award-model-simplification-deep-learning\u0022\u003E\u003Cstrong\u003EWenjing Lao\u003C\/strong\u003E\u003C\/a\u003E, associate professor, School of Mathematics\u003C\/p\u003E\u003Cp\u003E\u003Ca href=\u0022https:\/\/chbe.gatech.edu\/news\/2018\/06\/professor-lively-receives-does-early-career-award\u0022\u003E\u003Cstrong\u003ERyan Lively\u003C\/strong\u003E\u003C\/a\u003E, Thomas C. DeLoach Professor, School of Chemical \u0026amp; Biomolecular Engineering\u003C\/p\u003E\u003Cp\u003E\u003Ca href=\u0022https:\/\/www.mse.gatech.edu\/people\/josh-kacher\u0022\u003E\u003Cstrong\u003EJosh Kacher\u003C\/strong\u003E\u003C\/a\u003E, associate professor, School of Materials Science and Engineering\u003C\/p\u003E\u003Cp\u003E\u003Ca href=\u0022https:\/\/khabar.com\/community-newsmakers\/devesh-ranjan-receives-early-career-award-from-u-s-department-of-energy\/\u0022\u003E\u003Cstrong\u003EDevesh Ranjan\u003C\/strong\u003E\u003C\/a\u003E, Eugene C. Gwaltney Jr. School Chair and professor, Woodruff School of Mechanical Engineering\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EGeorgia Tech\u2019s\u0026nbsp;\u003Ca href=\u0022https:\/\/cse.gatech.edu\/people\/qi-tang\u0022\u003EQi Tang\u003C\/a\u003E is building machine learning (ML) models to accelerate nuclear fusion research, making it more affordable and more accurate. Backed by a grant from the U.S. Department of Energy (DOE), Tang\u2019s work brings clean, sustainable energy closer to reality.\u003C\/p\u003E\u003Cp\u003ETang has received an\u0026nbsp;\u003Ca href=\u0022https:\/\/science.osti.gov\/early-career\u0022\u003EEarly Career Research Program (ECRP) award\u003C\/a\u003E from the DOE Office of Science. The grant supports Tang with $875,000 disbursed over five years to craft ML and data processing tools that help scientists analyze massive datasets from nuclear experiments and simulations.\u003C\/p\u003E\u003Cp\u003ETang is the first faculty member from Georgia Tech\u2019s College of Computing and School of Computational Science and Engineering (CSE) to receive the ECRP. He is the seventh Georgia Tech researcher to earn the award and the only GT awardee among this year\u2019s 99 recipients.\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Georgia Tech\u0027s Qi Tang has received an Early Career Research Program award from the Department of Energy\u0027s Office of Science. The $875,000 grant supports Tang for five years to craft ML tools that analyze data from nuclear experiments and simulations. "}],"uid":"36319","created_gmt":"2026-02-12 15:11:55","changed_gmt":"2026-03-20 12:52:31","author":"Bryant Wine","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2026-02-12T00:00:00-05:00","iso_date":"2026-02-12T00:00:00-05:00","tz":"America\/New_York"},"extras":[],"hg_media":{"679267":{"id":"679267","type":"image","title":"Qi-TangStory-Cover.jpg","body":null,"created":"1770909124","gmt_created":"2026-02-12 15:12:04","changed":"1770909124","gmt_changed":"2026-02-12 15:12:04","alt":"DOE ECRP Qi Tang","file":{"fid":"263400","name":"Qi-TangStory-Cover.jpg","image_path":"\/sites\/default\/files\/2026\/02\/12\/Qi-TangStory-Cover.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/02\/12\/Qi-TangStory-Cover.jpg","mime":"image\/jpeg","size":125283,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/02\/12\/Qi-TangStory-Cover.jpg?itok=mPLUykJZ"}}},"media_ids":["679267"],"related_links":[{"url":"https:\/\/www.cc.gatech.edu\/news\/department-energy-award-power-nuclear-research-machine-learning","title":"Department of Energy Award to Power Nuclear Research with Machine Learning"}],"groups":[{"id":"47223","name":"College of Computing"},{"id":"1188","name":"Research Horizons"},{"id":"50877","name":"School of Computational Science and Engineering"}],"categories":[{"id":"194606","name":"Artificial Intelligence"},{"id":"153","name":"Computer Science\/Information Technology and Security"},{"id":"144","name":"Energy"},{"id":"135","name":"Research"}],"keywords":[{"id":"654","name":"College of Computing"},{"id":"166983","name":"School of Computational Science and Engineering"},{"id":"9153","name":"Research Horizons"},{"id":"187915","name":"go-researchnews"},{"id":"10199","name":"Daily Digest"},{"id":"181991","name":"Georgia Tech News Center"},{"id":"9167","name":"machine learning"},{"id":"2556","name":"artificial intelligence"},{"id":"187812","name":"artificial intelligence (AI)"},{"id":"663","name":"Department of Energy"}],"core_research_areas":[{"id":"193655","name":"Artificial Intelligence at Georgia Tech"},{"id":"39431","name":"Data Engineering and Science"},{"id":"39531","name":"Energy and Sustainable Infrastructure"}],"news_room_topics":[{"id":"71871","name":"Campus and Community"}],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003EBryant Wine, Communications Officer\u003Cbr\u003E\u003Ca href=\u0022mailto:bryant.wine@cc.gatech.edu\u0022\u003Ebryant.wine@cc.gatech.edu\u003C\/a\u003E\u003C\/p\u003E","format":"limited_html"}],"email":[],"slides":[],"orientation":[],"userdata":""}},"688648":{"#nid":"688648","#data":{"type":"news","title":"New \u2018Touchable Sound\u2019 Museum Display Makes Data More Accessible","body":[{"value":"\u003Cp\u003EBlind and low vision (BLV) people may soon have access to and more easily understand scientific data in museum exhibits through new \u201ctouchable sound\u201d displays.\u003C\/p\u003E\u003Cp\u003EAssociate Professor Jessica Roberts and Ph.D. student Emily Amspoker of Georgia Tech\u2019s School of Interactive Computing are working with the \u003Ca href=\u0022https:\/\/gacoast.uga.edu\/\u0022\u003E\u003Cstrong\u003EUniversity of Georgia\u2019s Marine Extension and Georgia Sea Grant in Savannah\u003C\/strong\u003E\u003C\/a\u003E. Together, they\u2019ve developed a prototype display that uses sonification and texture to convey sea floor habitat information from \u003Ca href=\u0022https:\/\/graysreef.noaa.gov\/\u0022\u003E\u003Cstrong\u003EGray\u2019s Reef National Marine Sanctuary\u003C\/strong\u003E\u003C\/a\u003E off the coast of Georgia.\u003C\/p\u003E\u003Cp\u003ESonification is the process of translating data points into sound.\u003C\/p\u003E\u003Cp\u003EThe display functions as a map that BLV users can follow to learn about each habitat. It is made from a wooden board with laser-cut patterns engraved into the surface. Each pattern represents information about the four types of habitats found in Gray\u2019s Reef. Each pattern has a distinct sound that corresponds to a legend on the board, which provides an audio description of each habitat.\u003C\/p\u003E\u003Cp\u003EThe four habitats are:\u003C\/p\u003E\u003Cul\u003E\u003Cli\u003EFlat sand \u2014 smooth sandy seafloor with little topographic variation that provides habitat for burrowing organisms such as worms, clams, and sand dollars.\u003C\/li\u003E\u003Cli\u003ERippled sand \u2014 sandy bottom shaped into small wave-like ridges by currents and wave action; supports microhabitats of small invertebrates and attracts fish feeding on buried prey.\u003C\/li\u003E\u003Cli\u003ESparse live bottom \u2014 areas of exposed hard surfaces with scattered attached organisms like sponges, corals, and algae, offering structure and shelter for reef-associated fish and invertebrates.\u003C\/li\u003E\u003Cli\u003EDense live bottom \u2014 hard-bottom reef areas with abundant attached marine life, providing high biodiversity and offering food, and breeding sites for numerous species.\u003C\/li\u003E\u003C\/ul\u003E\u003Cp\u003EBy allowing learners to explore these habitats, the team hopes to emphasize the importance of protecting diverse ocean habitats.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cOur job was to figure out how we can use sounds and touch to represent each of the four habitat types so our visitors can explore the ocean without being able to see it,\u201d she said.\u003C\/p\u003E\u003Cp\u003ERoberts said the project is critical to advance understanding of how science and informal learning can be more inclusive to those who have difficulty processing visual data displays.\u003C\/p\u003E\u003Cdiv\u003E\u003Cdiv\u003E\u003Cp\u003E\u201cThis was particularly exciting to figure out how we could broaden accessibility to data sets because just like so much other scientific data, it\u2019s out there and available, but when it\u2019s presented to the public, it\u2019s usually in visual form,\u201d she said. \u201cThere are many open questions about how to do this well within a museum with complex scientific data. We\u2019re moving the needle on that, but there\u2019s a long way to go.\u201d\u003C\/p\u003E\u003Ch4\u003E\u003Cstrong\u003ERight Combination\u003C\/strong\u003E\u003C\/h4\u003E\u003Cp\u003EAmspoker and Roberts created three different versions of the prototype. One was sound-only, one was texture-only, and the other was a combination of sound and texture.\u003C\/p\u003E\u003Cp\u003E\u201cWe expected the multimodal version would work best,\u201d Amspoker said. \u201cWe found people used sound and texture in different ways when interacting with it. In cases where people relied on texture, it was still difficult to tell when they crossed the barrier from one texture to another. Sound was very useful in that case.\u201d\u003C\/p\u003E\u003Cp\u003EAmspoker said computer vision and an app she designed allow the technology to be deployed on any surface, whether a mobile device, a wooden board, or even a classroom floor. A camera set up above the display tracks the user\u2019s hand movements.\u003C\/p\u003E\u003Cp\u003E\u201cIt figures out where you are on the board, and then our code uses the location of your finger to decide what sound should play from the computer,\u201d she said. \u201cWhat\u2019s nice about our system is it only needs a computer and a webcam, and you can use whatever materials you have on hand for the map.\u201d\u003C\/p\u003E\u003Ch4\u003E\u003Cstrong\u003EBuilding on a Legacy\u003C\/strong\u003E\u003C\/h4\u003E\u003Cp\u003ERoberts said she is building on the work of a previous NSF-funded collaboration with Dr. Amy Bower, a senior scientist at the Woods Hole Oceanographic Institute in Massachusetts who is blind.\u003C\/p\u003E\u003Cp\u003EBower lost her vision in graduate school, but because of her lifelong interest in oceanography, she set out to create ways to learn about ocean data through sound.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EIn 2021, she launched the \u003Ca href=\u0022https:\/\/accessibleoceans.whoi.edu\/\u0022\u003E\u003Cstrong\u003EAccessible Oceans\u003C\/strong\u003E\u003C\/a\u003E project through the National Science Foundation\u2019s Advancing Informal STEM Learning program. The interdisciplinary team, including Roberts and collaborators Leslie Smith of Your Ocean Consulting and Jon Bellona of the University of Oregon, created auditory displays of sonified data for museums.\u003C\/p\u003E\u003Cp\u003EIn 2023, the team published \u003Ca href=\u0022https:\/\/tos.org\/oceanography\/article\/expanding-access-to-ocean-science-through-inclusively-designed-data-sonifications\u0022\u003E\u003Cstrong\u003Ean article in \u003C\/strong\u003E\u003Cem\u003E\u003Cstrong\u003EOceanography,\u003C\/strong\u003E\u003C\/em\u003E\u003Cstrong\u003E the official magazine of the Oeanography Society\u003C\/strong\u003E\u003C\/a\u003E.\u003C\/p\u003E\u003Cp\u003E\u201cInformal learning environments are increasingly recognizing the importance of employing multiple modalities to engage all learners and are leveraging sound to enhance visitor experience,\u201d the authors wrote.\u003C\/p\u003E\u003Cp\u003E\u201cWhile sonic additions of music, soundscapes, and field recordings add qualitative value, there is a need to explore the potential of sound to facilitate engagement with quantitative information. Data sonification is a promising avenue for increasing accessibility to data within the museum context.\u201d\u003C\/p\u003E\u003C\/div\u003E\u003C\/div\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EGeorgia Tech researchers have created a prototype \u201ctouchable sound\u201d museum exhibit that helps blind and low-vision visitors explore scientific data by combining tactile maps with sonification of seafloor habitats. The display translates information about different ocean environments into distinctive textures and sounds so users can follow a physical map of Gray\u2019s Reef National Marine Sanctuary and hear data-driven audio cues. The team hopes this multimodal approach will make complex visual data more inclusive and broaden access to informal science learning.\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Georgia Tech researchers have developed a prototype \u201ctouchable sound\u201d museum display that uses sonification and tactile maps to make complex scientific data about ocean habitats more accessible to blind and low-vision visitors."}],"uid":"36530","created_gmt":"2026-03-03 15:13:03","changed_gmt":"2026-03-20 12:52:09","author":"Nathan Deen","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2026-03-03T00:00:00-05:00","iso_date":"2026-03-03T00:00:00-05:00","tz":"America\/New_York"},"extras":[],"hg_media":{"679503":{"id":"679503","type":"image","title":"2026-Jessica-Roberts-Reef-Data-Sonification-2.jpg","body":null,"created":"1772550793","gmt_created":"2026-03-03 15:13:13","changed":"1772550793","gmt_changed":"2026-03-03 15:13:13","alt":"Jessica Roberts","file":{"fid":"263675","name":"2026-Jessica-Roberts-Reef-Data-Sonification-2.jpg","image_path":"\/sites\/default\/files\/2026\/03\/03\/2026-Jessica-Roberts-Reef-Data-Sonification-2.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/03\/03\/2026-Jessica-Roberts-Reef-Data-Sonification-2.jpg","mime":"image\/jpeg","size":118705,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/03\/03\/2026-Jessica-Roberts-Reef-Data-Sonification-2.jpg?itok=UaqIj7yh"}}},"media_ids":["679503"],"groups":[{"id":"47223","name":"College of Computing"},{"id":"1188","name":"Research Horizons"},{"id":"50876","name":"School of Interactive Computing"}],"categories":[{"id":"153","name":"Computer Science\/Information Technology and Security"}],"keywords":[{"id":"360","name":"accessibility"},{"id":"194701","name":"go-resarchnews"},{"id":"9153","name":"Research Horizons"},{"id":"9092","name":"museums"},{"id":"181370","name":"oceanography"},{"id":"176552","name":"data sonification"},{"id":"1102","name":"blind"},{"id":"2751","name":"visually impaired"}],"core_research_areas":[{"id":"39501","name":"People and Technology"}],"news_room_topics":[{"id":"71881","name":"Science and Technology"}],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[],"email":[],"slides":[],"orientation":[],"userdata":""}},"688916":{"#nid":"688916","#data":{"type":"news","title":" Undergrads Earn National Recognition for Computing Research","body":[{"value":"\u003Cp\u003ETwo Georgia Tech undergraduates are being recognized for their contributions to computing research.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003ERyan\u0026nbsp;Punamiya\u003C\/strong\u003E\u0026nbsp;(CS 2025)\u0026nbsp;and \u003Cstrong\u003ESummer Abramson\u003C\/strong\u003E, a third-year\u0026nbsp;computational\u0026nbsp;media student, have been honored by the Computing Research Association (CRA) through its 2025\u20132026 \u003Ca href=\u0022https:\/\/cra.org\/about\/awards\/outstanding-undergraduate-researcher-award\/\u0022\u003E\u003Cstrong\u003EOutstanding Undergraduate Researcher Award (URA) program.\u0026nbsp;\u003C\/strong\u003E\u003C\/a\u003E\u003C\/p\u003E\u003Cp\u003EPunamiya\u0026nbsp;was named a runner-up for the prestigious award, while Abramson received an honorable mention among hundreds of applicants from universities across North America.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EThe\u0026nbsp;\u003Ca href=\u0022https:\/\/cra.org\/about\/awards\/outstanding-undergraduate-researcher-award\/\u0022\u003E\u003Cstrong\u003ECRA Outstanding Undergraduate Researcher Award program\u003C\/strong\u003E\u003C\/a\u003E\u0026nbsp;recognized eight awardees in 2026, along with eight runners-up, nine finalists, and over 200 honorable mentions from thousands of applications.\u0026nbsp;\u0026nbsp;\u003C\/p\u003E\u003Ch4\u003E\u003Cstrong\u003EAdvancing\u0026nbsp;Robotics Research\u0026nbsp;\u003C\/strong\u003E\u003C\/h4\u003E\u003Cp\u003EPunamiya\u0026nbsp;knew early on that he\u0026nbsp;didn\u2019t\u0026nbsp;want to wait until starting his Ph.D. to do meaningful and impactful robotics research.\u0026nbsp;\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EPunamiya\u0026nbsp;joined the Robot Learning and Reasoning Lab (RL2) directed by Assistant Professor\u0026nbsp;Danfei\u0026nbsp;Xu. While there, he contributed to the lab\u2019s Meta-sponsored\u0026nbsp;\u003Ca href=\u0022https:\/\/www.cc.gatech.edu\/news\/new-algorithm-teaches-robots-through-human-perspective\u0022\u003E\u003Cstrong\u003EEgoMimic\u003C\/strong\u003E\u003C\/a\u003E\u0026nbsp;project, which trains robots to perform human tasks using recordings captured by Meta\u2019s Project Aria research glasses.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EPunamiya\u0026nbsp;is\u0026nbsp;also the first author of a paper accepted to the 2025 Conference on Neural Information Processing Systems (NeurIPS),\u0026nbsp;one of the world\u2019s most prestigious artificial intelligence (AI) and machine learning conferences.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cRyan is the strongest undergraduate I\u0027ve worked with,\u201d Xu said, \u201cincluding students who went on to Stanford, Berkeley, and leadership roles in major tech companies.\u0026nbsp;He\u2019s\u0026nbsp;already\u0026nbsp;operating\u0026nbsp;at the level of a strong\u0026nbsp;third-year Ph.D.\u0026nbsp;student.\u201d\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EPunamiya\u0026nbsp;said it was a challenge to balance his undergraduate coursework with his research in Xu\u2019s lab.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cYou get out how much you put in,\u201d\u0026nbsp;he\u0026nbsp;said.\u0026nbsp;\u201cI built my class schedule to give myself as much time to do research as possible. It also boils down to having the right research mentors.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201c(Xu) never saw me as an\u0026nbsp;undergrad\u0026nbsp;who\u2019s\u0026nbsp;just there to do grunt work. I was\u0026nbsp;fortunate\u0026nbsp;he saw my curiosity and cultivated me as a researcher.\u0026nbsp;That\u2019s\u0026nbsp;really how\u0026nbsp;you get more\u0026nbsp;undergrads\u0026nbsp;motivated to research \u2014 giving them the chance to be independent and explore ideas of their own.\u201d\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EPunamiya\u0026nbsp;said his work in Xu\u2019s lab has already helped him identify the research areas he wants to focus on as he considers his next steps. He will continue developing generalized training models for robots using human data so they can perform tasks instantly upon deployment.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u0022The amount of data needed to train a robot is difficult to obtain even for top industry companies,\u0022 he said. \u0022We have embodied robot data available in billions of humans. With the advent of extended reality devices, we can get a scalable source of diverse interactions within environments.\u0022\u003C\/p\u003E\u003Cp\u003EPunamiya\u0026nbsp;graduated in December and recently started an internship at Nvidia. He mentioned he has been accepted into several Ph.D. programs, including Georgia Tech, and he is choosing where to continue his research.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cIt\u2019s the first time my research has been\u0026nbsp;acknowledged\u0026nbsp;externally by the robotics community,\u201d he said. \u201cIt\u2019s\u0026nbsp;good to\u0026nbsp;know\u0026nbsp;the problem\u0026nbsp;I\u2019m\u0026nbsp;working on is important, and that motivates me. Robotics is an exciting field. We are doing things now that two years ago were difficult to do.\u201d\u0026nbsp;\u003C\/p\u003E\u003Ch4\u003E\u003Cstrong\u003EResearching Inclusion in Computing Education\u0026nbsp;\u003C\/strong\u003E\u003C\/h4\u003E\u003Cp\u003EAbramson conducts research in the People-Agents Research for Computing Education (PARCE) Laboratory under the mentorship of\u0026nbsp;Pedro Guillermo Feij\u00f3o-Garc\u00eda, a faculty member\u0026nbsp;in the School of Computing Instruction. He and the Associate Dean for Undergraduate Education, Olufisayo Omojokun, nominated her for the award.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EHer work focuses on the intersection of computing education and human-AI interaction, where she\u2019s been exploring ways to create more equitable technology.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cThis is such a huge milestone, and I couldn\u0027t be prouder of Summer,\u201d Feij\u00f3o-Garc\u00eda said. \u201cMentoring her for almost two years has been an amazing experience.\u201d\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EAbramson has received the Georgia Tech President\u2019s Undergraduate Research Award (PURA) twice, which supports her research exploring how user-centered design curricula can help address attrition among women in computing.\u003C\/p\u003E\u003Cp\u003E\u201cI\u2019ve had the amazing opportunity to pursue research at the intersection of student identity, community belonging, and how we can build tools that support our diverse student population,\u201d Abramson said.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cDr. Pedro and I have a goal to build community through a human-first approach, and I could not be more grateful for his support and guidance in my own journey. The CRA highlights the best of what the computing discipline has to offer, and I am incredibly honored for our work to be recognized.\u201d\u003C\/p\u003E\u003Cp\u003EAbramson will spend the summer researching how user-centered design curricula can help promote confidence, belonging, and retention for women in computing.\u003C\/p\u003E\u003Cp\u003ENominees for the PURA program were recognized for contributing to multiple research projects, authoring or coauthoring papers, presenting at conferences, developing widely used software artifacts, and supporting their communities as teaching assistants, tutors, and mentors.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u003Cem\u003ESchool of Computing Instruction Communications Officer Emily Smith contributed to this story.\u003C\/em\u003E\u003C\/p\u003E\u003Cp\u003E\u003Cem\u003EMain Photo: Ryan Punamiya works with a robot during the 2025 International Conference on Robotics and Automation in Atlanta. Photo by Terence Rushin\/College of Computing.\u003C\/em\u003E\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003E\u003Cstrong\u003ERyan\u0026nbsp;Punamiya\u003C\/strong\u003E\u0026nbsp;(CS 2025)\u0026nbsp;and \u003Cstrong\u003ESummer Abramson\u003C\/strong\u003E, a third-year\u0026nbsp;computational\u0026nbsp;media student, have been honored by the Computing Research Association (CRA) through its 2025\u20132026 \u003Ca href=\u0022https:\/\/cra.org\/about\/awards\/outstanding-undergraduate-researcher-award\/\u0022\u003E\u003Cstrong\u003EOutstanding Undergraduate Researcher Award (URA) program.\u0026nbsp;\u003C\/strong\u003E\u003C\/a\u003E\u003C\/p\u003E\u003Cp\u003EPunamiya\u0026nbsp;was named a runner-up for the prestigious award, while Abramson received an honorable mention among hundreds of applicants from universities across North America.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EThe\u0026nbsp;\u003Ca href=\u0022https:\/\/cra.org\/about\/awards\/outstanding-undergraduate-researcher-award\/\u0022\u003E\u003Cstrong\u003ECRA Outstanding Undergraduate Researcher Award program\u003C\/strong\u003E\u003C\/a\u003E\u0026nbsp;recognized eight awardees in 2026, along with eight runners-up, nine finalists, and over 200 honorable mentions from thousands of applications.\u0026nbsp;\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Ryan Punamiya (CS 2025) and Summer Abramson, a third-year computational media student, have been honored by the Computing Research Association (CRA) through its 2025\u20132026 Outstanding Undergraduate Researcher Award (URA) program. "}],"uid":"36530","created_gmt":"2026-03-13 14:57:26","changed_gmt":"2026-03-20 12:51:21","author":"Nathan Deen","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2026-03-13T00:00:00-04:00","iso_date":"2026-03-13T00:00:00-04:00","tz":"America\/New_York"},"extras":[],"hg_media":{"679613":{"id":"679613","type":"image","title":"ICRA-2025_P9A0421-Enhanced-NR.jpg","body":null,"created":"1773413856","gmt_created":"2026-03-13 14:57:36","changed":"1773413856","gmt_changed":"2026-03-13 14:57:36","alt":"Ryan Punamiya","file":{"fid":"263795","name":"ICRA-2025_P9A0421-Enhanced-NR.jpg","image_path":"\/sites\/default\/files\/2026\/03\/13\/ICRA-2025_P9A0421-Enhanced-NR.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/03\/13\/ICRA-2025_P9A0421-Enhanced-NR.jpg","mime":"image\/jpeg","size":133995,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/03\/13\/ICRA-2025_P9A0421-Enhanced-NR.jpg?itok=r8p0C5IW"}}},"media_ids":["679613"],"groups":[{"id":"47223","name":"College of Computing"},{"id":"1188","name":"Research Horizons"},{"id":"50876","name":"School of Interactive Computing"}],"categories":[{"id":"153","name":"Computer Science\/Information Technology and Security"},{"id":"135","name":"Research"},{"id":"193158","name":"Student Competition Winners (academic, innovation, and research)"},{"id":"193157","name":"Student Honors and Achievements"},{"id":"8862","name":"Student Research"}],"keywords":[{"id":"187915","name":"go-researchnews"},{"id":"9153","name":"Research Horizons"},{"id":"101271","name":"Computing Research Association"},{"id":"22861","name":"undergraduate research awards"}],"core_research_areas":[],"news_room_topics":[{"id":"71871","name":"Campus and Community"}],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[],"email":[],"slides":[],"orientation":[],"userdata":""}},"688716":{"#nid":"688716","#data":{"type":"news","title":"New Research Priorities Chart Course Toward Impactful, Energy-Efficient Computing","body":[{"value":"\u003Cp\u003EGeorgia Tech researchers applied their expertise to a national research program that will shape the future of computing. Their work may yield more energy-efficient computers and better predictions for environmental challenges like carbon storage, tsunamis, wildfires, and sustainable energy.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EThe Department of Energy Office of Science recently released two reports through its Advanced Scientific Computing Research (\u003Ca href=\u0022https:\/\/www.energy.gov\/science\/ascr\/advanced-scientific-computing-research\u0022\u003EASCR\u003C\/a\u003E) program. The\u0026nbsp;\u003Ca href=\u0022https:\/\/science.osti.gov\/ascr\/Community-Resources\/Program-Documents\u0022\u003Ereports\u003C\/a\u003E were produced by workshops that brought together researchers from universities, national labs, government, and industry to set priorities for scientific computing.\u003C\/p\u003E\u003Cp\u003EProfessor\u0026nbsp;\u003Ca href=\u0022https:\/\/slim.gatech.edu\/people\/felix-j-herrmann\u0022\u003EFelix Herrmann\u003C\/a\u003E served on the organizing committee for the Workshop on Inverse Methods for Complex Systems under Uncertainty. Assistant Professor\u0026nbsp;\u003Ca href=\u0022https:\/\/faculty.cc.gatech.edu\/~pchen402\/group.html\u0022\u003EPeng Chen\u003C\/a\u003E joined Herrmann as a workshop participant, contributing expertise in data science and machine learning.\u003C\/p\u003E\u003Cp\u003EInverse methods work backward from outcomes to find their causes. Scientists use these tools to study complex systems, like designing new materials with targeted properties and using past wildfires to map vulnerable areas and behavior of future fires.\u003C\/p\u003E\u003Cp\u003EThe\u0026nbsp;\u003Ca href=\u0022https:\/\/www.osti.gov\/biblio\/2583339\u0022\u003EASCR report\u003C\/a\u003E highlighted Herrmann\u2019s work on seismic exploration and monitoring through digital twins. Founded on inverse methods, digital twins upgrade from static models to virtual systems that accurately mirror their physical counterparts.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EDigital twins integrate real-time data sources, including fluid flows, monitoring and control systems, risk assessments, and human decisions. These models also account for uncertainty and address data gaps or limitations.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EThe DOE organized the workshop to support the growing role of inverse modeling. The group identified four priority research directions (PRDs) to guide future work. The PRDs are:\u003C\/p\u003E\u003Cul\u003E\u003Cli\u003EPRD 1: Discovering, exploiting, and preserving structure\u003C\/li\u003E\u003Cli\u003EPRD 2: Identifying and overcoming model limitations\u003C\/li\u003E\u003Cli\u003EPRD 3: Integrating disparate multimodal and\/or dynamic data\u003C\/li\u003E\u003Cli\u003EPRD 4: Solving goal-oriented inverse problems for downstream tasks\u003C\/li\u003E\u003C\/ul\u003E\u003Cp\u003E\u201cA digital twin is a system you can control, like to optimize operations or to minimize risk,\u201d said Herrmann, who holds joint appointments in the Schools of Earth and Atmospheric Sciences, Electrical and Computer Engineering, and Computational Science and Engineering.\u003C\/p\u003E\u003Cp\u003E\u201cDigital twins give you a principled way to consider uncertainties, which there are a lot in subsurface monitoring. If you inject carbon dioxide too fast, you will will increase the pressure and may fracture the rock. If you inject too slow, then the process may become too costly. Digital twins help us make balanced decisions under uncertainty.\u201d\u003C\/p\u003E\u003Cp\u003ESupercomputers, algorithms, and artificial intelligence now power modern science. However, these tools consume enormous amounts of energy. This raises concerns about how to sustain computing and scientific research as we know them in the decades ahead.\u003C\/p\u003E\u003Cp\u003EProfessors\u0026nbsp;\u003Ca href=\u0022https:\/\/vuduc.org\/v2\/\u0022\u003ERich Vuduc\u003C\/a\u003E and\u0026nbsp;\u003Ca href=\u0022https:\/\/hyesoon.github.io\/\u0022\u003EHyesoon Kim\u003C\/a\u003E co-authored\u0026nbsp;\u003Ca href=\u0022https:\/\/www.osti.gov\/biblio\/2476961\u0022\u003Ethe report\u003C\/a\u003E from the Workshop on Energy-Efficient Computing for Science. At the three-day ASCR workshop, participants identified five key research directions:\u003C\/p\u003E\u003Cul\u003E\u003Cli\u003EPRD 1: Co-design energy-efficient hardware devices and architectures for important workloads\u003C\/li\u003E\u003Cli\u003EPRD 2: Define the algorithmic foundations of energy-efficient scientific computing\u003C\/li\u003E\u003Cli\u003EPRD 3: Reconceptualize software ecosystems for energy efficiency\u003C\/li\u003E\u003Cli\u003EPRD 4: Enable energy-efficient data management for data centers, instruments, and users\u003C\/li\u003E\u003Cli\u003EPRD 5: Develop integrated, scalable energy measurement and modeling capabilities for next-generation computing systems\u003C\/li\u003E\u003C\/ul\u003E\u003Cp\u003E\u201cI\u2019m cautiously optimistic about the future of energy-efficient computing. The ASCR report says, from a technological point of view, there are things we can do,\u201d said Vuduc.\u003C\/p\u003E\u003Cp\u003E\u201cThe report lays out paths for how we might design better apps, hardware systems, and algorithms that will use less energy. This is recognition that we should think about how architectures and software work together to drive down energy usage for systems.\u201d\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EGeorgia Tech researchers applied their expertise to a national research program that will shape the future of computing. Their work may yield more energy-efficient computers and better predictions for environmental challenges like carbon storage, tsunamis, wildfires, and sustainable energy.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EThe Department of Energy Office of Science recently released two reports through its Advanced Scientific Computing Research (\u003Ca href=\u0022https:\/\/www.energy.gov\/science\/ascr\/advanced-scientific-computing-research\u0022\u003EASCR\u003C\/a\u003E) program. The\u0026nbsp;\u003Ca href=\u0022https:\/\/science.osti.gov\/ascr\/Community-Resources\/Program-Documents\u0022\u003Ereports\u003C\/a\u003E were produced by workshops that brought together researchers from universities, national labs, government, and industry to set priorities for scientific computing.\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Georgia Tech faculty members contributed to two DOE Advanced Scientific Computing Research program workshops. 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Uncertainty","file":{"fid":"263686","name":"ASCR-Report-Inverse-methods.jpg","image_path":"\/sites\/default\/files\/2026\/03\/04\/ASCR-Report-Inverse-methods.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/03\/04\/ASCR-Report-Inverse-methods.jpg","mime":"image\/jpeg","size":56325,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/03\/04\/ASCR-Report-Inverse-methods.jpg?itok=rZGhJhnP"}},"679515":{"id":"679515","type":"image","title":"ASCR-Report-Energy-Efficient-Computing.jpg","body":null,"created":"1772631087","gmt_created":"2026-03-04 13:31:27","changed":"1772631087","gmt_changed":"2026-03-04 13:31:27","alt":"ASCR Workshop on Energy-Efficient Computing for Science","file":{"fid":"263687","name":"ASCR-Report-Energy-Efficient-Computing.jpg","image_path":"\/sites\/default\/files\/2026\/03\/04\/ASCR-Report-Energy-Efficient-Computing.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/03\/04\/ASCR-Report-Energy-Efficient-Computing.jpg","mime":"image\/jpeg","size":58857,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/03\/04\/ASCR-Report-Energy-Efficient-Computing.jpg?itok=-0arX_Rb"}}},"media_ids":["679513","679514","679515"],"related_links":[{"url":"https:\/\/www.cc.gatech.edu\/news\/new-research-priorities-chart-course-toward-impactful-energy-efficient-computing","title":"New Research Priorities Chart Course Toward Impactful, Energy-Efficient Computing"}],"groups":[{"id":"1188","name":"Research Horizons"}],"categories":[{"id":"194606","name":"Artificial Intelligence"},{"id":"153","name":"Computer Science\/Information Technology and Security"},{"id":"144","name":"Energy"},{"id":"154","name":"Environment"},{"id":"150","name":"Physics and Physical Sciences"},{"id":"135","name":"Research"}],"keywords":[{"id":"654","name":"College of Computing"},{"id":"166983","name":"School of Computational Science and Engineering"},{"id":"9153","name":"Research Horizons"},{"id":"187915","name":"go-researchnews"},{"id":"10199","name":"Daily Digest"},{"id":"181991","name":"Georgia Tech News Center"},{"id":"663","name":"Department of Energy"},{"id":"179230","name":"digital twin"},{"id":"15030","name":"high-performance computing"},{"id":"9167","name":"machine learning"},{"id":"187812","name":"artificial intelligence (AI)"}],"core_research_areas":[{"id":"193655","name":"Artificial Intelligence at Georgia Tech"},{"id":"39431","name":"Data Engineering and Science"},{"id":"39531","name":"Energy and Sustainable Infrastructure"}],"news_room_topics":[],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003EBryant Wine, Communications Officer\u003Cbr\u003E\u003Ca href=\u0022mailto:bryant.wine@cc.gatech.edu\u0022\u003Ebryant.wine@cc.gatech.edu\u003C\/a\u003E\u003C\/p\u003E","format":"limited_html"}],"email":[],"slides":[],"orientation":[],"userdata":""}},"688502":{"#nid":"688502","#data":{"type":"news","title":"Understanding the Data Center Building Boom ","body":[{"value":"\u003Cp\u003E\u003Cem\u003EWritten by: Anne Wainscott-Sargent\u003C\/em\u003E\u003C\/p\u003E\u003Cp\u003EAs artificial intelligence (AI) drives explosive growth in data centers, communities across the U.S. are facing rising electricity costs, new industrial development, and mounting strain on an aging power grid.\u003C\/p\u003E\u003Cp\u003EAt Georgia Tech, several faculty members are approaching these sustainability challenges from different but complementary angles: examining how data center policy affects local communities, modeling how AI-driven demand reshapes regional energy systems, and building tools that help the public understand the tradeoffs embedded in grid planning. Together, their work highlights how better data, thoughtful policy, and public engagement can guide more resilient and equitable decisions in an AI-powered future.\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003EAI\u2019s Hidden Footprint: How Data Centers Reshape Communities\u003C\/strong\u003E\u003C\/p\u003E\u003Cp\u003EAhmed Saeed studies the infrastructure most people never see. An assistant professor in the School of Computer Science and a Brook Byers Institute for Sustainable Systems (BBISS) Faculty Fellow, Saeed focuses on how data centers \u2014 the backbone of modern AI \u2014 are built, operated, and regulated, and what their growth means for host communities.\u003C\/p\u003E\u003Cp\u003E\u201cData centers are the infrastructure for our digital life, so more of them are necessary to keep doing what we\u2019re doing,\u201d he said.\u003C\/p\u003E\u003Cp\u003EData center energy consumption could double or triple by 2028, accounting for up to 12% of U.S. electricity use, according to a \u003Ca href=\u0022https:\/\/escholarship.org\/uc\/item\/32d6m0d1\u0022\u003Ereport by Lawrence Berkeley National Laboratory\u003C\/a\u003E. U.S. spending on data center construction jumped nearly 70% between May 2023 and May 2024, according to the \u003Ca href=\u0022https:\/\/americanedgeproject.org\/wp-content\/uploads\/2025\/12\/Americas-AI-Surge-Powering-Growth-in-Every-State.pdf\u0022\u003EAmerican Edge Project\u003C\/a\u003E.\u003C\/p\u003E\u003Cp\u003EGeorgia is an AI data center hub, ranked fourth globally, with $4.6 billion in AI-related venture capital invested across 368 deals, the American Edge Project reported. At a recent \u003Ca href=\u0022https:\/\/www.cc.gatech.edu\/news\/sustainability-fellowship-supports-professors-data-center-research\u0022\u003Etown hall in DeKalb County, Georgia\u003C\/a\u003E, Saeed helped residents connect AI\u2019s promise to its local consequences. Training large AI models can require tens of thousands of graphics processing units (GPUs) running for days or weeks, driving an unprecedented wave of data center construction. AI-focused chips, he noted, can consume 10 to 14 times more power than traditional processors.\u003C\/p\u003E\u003Cp\u003EThat demand often shows up as pressure on local infrastructure. Communities are increasingly concerned about electricity and water use, grid upgrades, and who ultimately pays. In Virginia, Saeed pointed to a legal dispute in which consumer advocates warned that data centers could raise electricity bills by 5% in the short term and up to 50% over time, while utilities argued those investments were inevitable and could benefit customers in the long run.\u003C\/p\u003E\u003Cp\u003EEnvironmental concerns add another layer. Saeed cited controversies over water use and backup diesel generators in states, including Georgia and Tennessee, alongside a recent Environmental Protection Agency (EPA) ruling that tightened generator regulations. While diesel generators are clearly harmful, he cautioned that long-term, rigorous evidence linking data centers to regional health impacts remains limited.\u003C\/p\u003E\u003Cp\u003ESaeed\u2019s research aims to reduce those impacts directly. By optimizing how workloads are scheduled across large server fleets, his team has demonstrated power savings of 4 \u2013 12%, a meaningful gain if U.S. data centers approach projected levels of up to 12% of national electricity use by 2028.\u003C\/p\u003E\u003Cp\u003EFor Saeed, data centers are akin to highways: essential to modern life, disruptive to nearby communities, and shaped by policy choices. The question, he argues, is not whether AI infrastructure should exist, but how transparently and fairly it is built.\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003EEconomist Probes the Energy Costs of the AI Boom\u003C\/strong\u003E\u003C\/p\u003E\u003Cp\u003EWhile headlines often frame AI as an energy crisis, Georgia Tech environmental and energy economist and BBISS Faculty Fellow Tony Harding is focused on measuring its real \u2014 and uneven \u2014 impacts. Harding, an assistant professor in the Jimmy and Rosalynn Carter School of Public Policy, uses economic modeling to examine how AI adoption affects energy use, emissions, and local communities.\u003C\/p\u003E\u003Cp\u003EIn \u003Ca href=\u0022https:\/\/iopscience.iop.org\/article\/10.1088\/1748-9326\/ae0e3b\u0022\u003Erecent work\u003C\/a\u003E published in \u003Cem\u003EEnvironmental Research Letters\u003C\/em\u003E, Harding and his co-author analyzed how productivity gains from AI could influence national energy demand. Their findings suggest that, at a macro level, AI-related activity may increase annual U.S. energy use by about 0.03% and CO\u2082 emissions by roughly 0.02%.\u003C\/p\u003E\u003Cp\u003E\u201cThose numbers are small in the context of the overall economy,\u201d Harding said. \u201cBut the impacts are highly uneven.\u201d\u003C\/p\u003E\u003Cp\u003EThat unevenness is evident in where data centers are built. While Northern Virginia remains the country\u2019s top data center hub, with 343 operational data centers, states like Georgia, which currently has 94 operational data centers, are rapidly attracting facilities due to reliable power and favorable tax policies.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EHarding\u2019s latest research focuses on local effects, asking why data centers cluster in urban areas, how they influence housing markets, what happens to electricity prices, and whether they exacerbate water stress. Early evidence suggests large facilities can increase local electricity rates, contributing to public backlash and regulatory response. In Georgia, the \u003Ca href=\u0022https:\/\/psc.ga.gov\/site\/assets\/files\/8617\/media_advisory_data_centers_rule_1-23-2025.pdf\u0022\u003EPublic Service Commission\u003C\/a\u003E has begun requiring new, high power draw customers (like data centers) to cover more of the costs associated with grid expansion.\u003C\/p\u003E\u003Cp\u003EHarding\u2019s goal is to give policymakers better evidence to design incentives and guardrails. \u201cTo manage these technologies responsibly,\u201d he said, \u201cwe need a clear picture of their intended and unintended consequences.\u201d\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003EGamifying a Strained and Aging Power Grid\u003C\/strong\u003E\u003C\/p\u003E\u003Cp\u003EDaniel Molzahn is tackling another side of the problem: how to modernize an aging power grid under growing demand. Electricity demand is expected to rise about 25% by 2030, driven by data centers, electric vehicles, and broadscale electrification. At the same time, much of the U.S. electricity grid is nearing the end of its lifespan, with many transformers being decades old.\u003C\/p\u003E\u003Cp\u003ETo make these challenges tangible, Molzahn, an associate professor in the School of Electrical and Computer Engineering, developed a browser-based game with a group of students through Georgia Tech\u2019s \u003Ca href=\u0022https:\/\/vip.gatech.edu\/frm_display\/team-listings\/entry\/1303\/\u0022\u003EVertically Integrated Projects\u003C\/a\u003E program called \u003Ca href=\u0022https:\/\/currentcrisis.itch.io\/current-crisis\u0022\u003ECurrent Crisis\u003C\/a\u003E. Players take on the role of a utility decision-maker, balancing reliability, wildfire risk, renewable integration, and affordability.\u003C\/p\u003E\u003Cp\u003EThe game grew out of Molzahn\u2019s National Science Foundation CAREER award and reflects his belief that complex systems are best understood experientially. Its initial focus is wildfire resilience, modeling how grid infrastructure can both spark and suffer damage from fires.\u003C\/p\u003E\u003Cp\u003EBut resilience comes at a cost. Burying power lines, for example, reduces wildfire risk but dramatically increases expenses. Players must confront the same tradeoffs utilities face: improve reliability or keep rates low.\u003C\/p\u003E\u003Cp\u003EMolzahn hopes the game will help students and the public grapple with the realities of planning future power systems. \u201cThese choices aren\u2019t abstract,\u201d he said. \u201cThey shape affordability, resilience, and our path toward a cleaner grid.\u201d\u003C\/p\u003E\u003Cp\u003EThe project now involves nearly 40 students from across campus, supported by Sustainability NEXT funding and a collaboration with Jessica Roberts, former BBISS Faculty Fellow and director of the \u003Ca href=\u0022https:\/\/tiles.cc.gatech.edu\/\u0022\u003ETechnology-Integrated Learning Environments (TILES) Lab\u003C\/a\u003E in the School of Interactive Computing.\u003C\/p\u003E\u003Cp\u003E\u201cAs a learning scientist, I look at how to engage people with science and scientific data and get people having conversations they might not otherwise have,\u201d says Roberts, who hopes the seed grant helps the team determine first that they are going in the right direction and, second, how to broaden the impact.\u003C\/p\u003E\u003Cp\u003EOne student, Stella Quinto Lima, a graduate research assistant in Human-Centered Computing, has made the game the focus of her doctoral thesis. Through the game, she wants players to notice their misconceptions about the power grid, energy use, and AI, and to use critical thinking to identify, question, and possibly undo those misconceptions.\u003C\/p\u003E\u003Cp\u003E\u0026nbsp;\u201cI hope that we can really engage adults and help them see it\u2019s not black and white. The game is not only about power grids, but how AI affects the grid, how it affects our lives, and how it will impact our future.\u201d\u003C\/p\u003E\u003Cp\u003EThe team plans to expand the game\u2019s features, use it in outreach programs, and analyze player decisions as a source of data to study energy-system decision-making.\u003C\/p\u003E\u003Cp\u003E\u201cWe want to change the conversation about power and power grid stability, reliability, and sustainability, Roberts said, \u201cand find a way to get this message to a larger public.\u201d\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EAs artificial intelligence (AI) drives explosive growth in data centers, communities across the U.S. are facing rising electricity costs, new industrial development, and mounting strain on an aging power grid.\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Explosive data center growth requires research to inform policies which manage the building of this critical infrastructure."}],"uid":"27338","created_gmt":"2026-02-24 20:29:10","changed_gmt":"2026-02-25 16:43:42","author":"Brent Verrill","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2026-02-24T00:00:00-05:00","iso_date":"2026-02-24T00:00:00-05:00","tz":"America\/New_York"},"extras":[],"hg_media":{"679428":{"id":"679428","type":"image","title":"Giarusso_Saeed_Molzhan_Headshots_Collage_Sized","body":null,"created":"1772037433","gmt_created":"2026-02-25 16:37:13","changed":"1772037615","gmt_changed":"2026-02-25 16:40:15","alt":"Three men\u0027s individual portrait-style photos are arranged side by side, each showing a person from the shoulders up. The individuals wear collared shirts and appear in different lighting settings, including a dark background, a neutral studio backdrop, and a bright white background.","file":{"fid":"263591","name":"Giarusso_Saeed_Molzhan_Headshots_Collage_Sized.jpg","image_path":"\/sites\/default\/files\/2026\/02\/25\/Giarusso_Saeed_Molzhan_Headshots_Collage_Sized.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/02\/25\/Giarusso_Saeed_Molzhan_Headshots_Collage_Sized.jpg","mime":"image\/jpeg","size":872348,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/02\/25\/Giarusso_Saeed_Molzhan_Headshots_Collage_Sized.jpg?itok=TPizgOZr"}}},"media_ids":["679428"],"groups":[{"id":"244191","name":"Brook Byers Institute for Sustainable Systems"},{"id":"1188","name":"Research Horizons"},{"id":"660398","name":"Sustainability Hub"}],"categories":[{"id":"194606","name":"Artificial Intelligence"},{"id":"153","name":"Computer Science\/Information Technology and Security"},{"id":"131","name":"Economic Development and Policy"},{"id":"144","name":"Energy"},{"id":"154","name":"Environment"},{"id":"135","name":"Research"},{"id":"194611","name":"State Impact"},{"id":"194836","name":"Sustainability"}],"keywords":[{"id":"188360","name":"go-bbiss"},{"id":"187915","name":"go-researchnews"}],"core_research_areas":[{"id":"194566","name":"Sustainable Systems"}],"news_room_topics":[],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003E\u003Ca href=\u0022mailto:brent.verrill@research.gatech.edu\u0022\u003EBrent Verrill\u003C\/a\u003E, Research Communications Program Manager, BBISS\u003C\/p\u003E","format":"limited_html"}],"email":["brent.verrill@research.gatech.edu"],"slides":[],"orientation":[],"userdata":""}},"687708":{"#nid":"687708","#data":{"type":"news","title":" Researchers Warn AI \u2018Blind Spot\u2019 Could Allow Attackers to Hijack Self-Driving Vehicles","body":[{"value":"\u003Cdiv\u003E\u003Cdiv\u003E\u003Cp\u003EA newly discovered vulnerability could allow cybercriminals to silently hijack the artificial intelligence (AI) systems in self-driving cars, raising concerns about the security of autonomous systems increasingly used on public roads.\u003C\/p\u003E\u003Cp\u003E\u0026nbsp;Georgia Tech cybersecurity researchers discovered the vulnerability, dubbed VillainNet, and found it can remain dormant in a self-driving vehicle\u2019s AI system until triggered by specific conditions.\u003C\/p\u003E\u003Cp\u003EOnce triggered, VillainNet is almost certain to succeed, giving attackers control of the targeted vehicle.\u003C\/p\u003E\u003Cp\u003EThe research finds that attackers could program almost any action within a self-driving vehicle\u2019s AI super network to trigger VillainNet. In one possible scenario, it could be triggered when a self-driving taxi\u2019s AI responds to rainfall and changing road conditions.\u003C\/p\u003E\u003Cp\u003EOnce in control, hackers could hold the passengers hostage and threaten to crash the taxi.\u003C\/p\u003E\u003Cp\u003EThe researchers discovered this new backdoor attack threat in the AI super networks that power autonomous driving systems.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cSuper networks are designed to be the Swiss Army knife of AI, swapping out tools, or in this case sub networks, as needed for the task at hand,\u0022 said \u003Ca href=\u0022https:\/\/davidoygenblik.github.io\/\u0022\u003E\u003Cstrong\u003EDavid Oygenblik\u003C\/strong\u003E\u003C\/a\u003E, Ph.D. student at Georgia Tech and the lead researcher on the project.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u0022However, we found that an adversary can exploit this by attacking just one of those tiny tools. The attack remains completely dormant until that specific subnetwork is used, effectively hiding across billions of other benign configurations.\u0022\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EThis backdoor attack is nearly guaranteed to work, according to Oygenblik. This blind spot is nearly undetectable with current tools and can impact any autonomous vehicle that runs on AI. It can also be hidden at any stage of development and include billions of scenarios.\u003C\/p\u003E\u003Cp\u003E\u201cWith VillainNet, the attacker forces defenders to find a single needle in a haystack that can be as large as 10 quintillion straws,\u0022 said Oygenblik.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u0022Our work is a call to action for the security community. As AI systems become more complex and adaptive, we must develop new defenses capable of addressing these novel, hyper-targeted threats.\u0022\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EThe hypothetical fix to the problem was to add security measures to the super networks. These networks contain billions of specialized subnetworks that can be activated on the fly, but Oygenblik wanted to see what would happen if he attacked a single subnetwork tool.\u003C\/p\u003E\u003Cp\u003EIn experiments, the VillainNet attack proved highly effective. It achieved a 99% success rate when activated while remaining invisible throughout the AI system.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EThe research also shows that detecting a VillainNet backdoor would require 66x more computing power and time to verify the AI system is safe. This challenge dramatically expands the search space for attack detection and is not feasible, according to the researchers.\u003C\/p\u003E\u003Cp\u003EThe project was \u003Ca href=\u0022https:\/\/www.youtube.com\/watch?v=H1fyPD8vWDo\u0022\u003Epresented\u003C\/a\u003E at the ACM Conference on Computer and Communications Security (CCS) in October 2025. The paper, \u003Ca href=\u0022https:\/\/davidoygenblik.github.io\/pdfs\/VNET.pdf\u0022\u003E\u003Cem\u003EVillainNet: Targeted Poisoning Attacks Against SuperNets Along the Accuracy-Latency Pareto Frontier\u003C\/em\u003E\u003C\/a\u003E, was co-authored by Oygenblik, master\u0027s students \u003Cstrong\u003EAbhinav Vemulapalli \u003C\/strong\u003Eand \u003Cstrong\u003EAnimesh Agrawal\u003C\/strong\u003E, Ph.D. student \u003Cstrong\u003EDebopam Sanyal\u003C\/strong\u003E, Associate Professor \u003Cstrong\u003EAlexey Tumanov\u003C\/strong\u003E, and Associate Professor \u003Cstrong\u003EBrendan Saltaformaggio\u003C\/strong\u003E.\u0026nbsp;\u003C\/p\u003E\u003C\/div\u003E\u003C\/div\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EA newly discovered vulnerability could allow cybercriminals to silently hijack the artificial intelligence (AI) systems in self-driving cars, raising concerns about the security of autonomous systems increasingly used on public roads.\u003C\/p\u003E\u003Cp\u003E\u0026nbsp;Georgia Tech cybersecurity researchers discovered the vulnerability, dubbed VillainNet, and found it can remain dormant in a self-driving vehicle\u2019s AI system until triggered by specific conditions.\u003C\/p\u003E\u003Cp\u003EOnce triggered, VillainNet is almost certain to succeed, giving attackers control of the targeted vehicle.\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"A newly discovered vulnerability could allow cybercriminals to silently hijack the artificial intelligence (AI) systems in self-driving cars, raising concerns about the security of autonomous systems increasingly used on public roads."}],"uid":"36253","created_gmt":"2026-01-27 14:51:58","changed_gmt":"2026-02-19 17:34:58","author":"John Popham","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2026-01-27T00:00:00-05:00","iso_date":"2026-01-27T00:00:00-05:00","tz":"America\/New_York"},"extras":[],"hg_media":{"679102":{"id":"679102","type":"image","title":"Car-Blind-Spot.jpeg","body":null,"created":"1769525530","gmt_created":"2026-01-27 14:52:10","changed":"1769525530","gmt_changed":"2026-01-27 14:52:10","alt":"A car\u0027s side view mirror with a alert in the center of the mirror. ","file":{"fid":"263221","name":"Car-Blind-Spot.jpeg","image_path":"\/sites\/default\/files\/2026\/01\/27\/Car-Blind-Spot.jpeg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/01\/27\/Car-Blind-Spot.jpeg","mime":"image\/jpeg","size":467609,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/01\/27\/Car-Blind-Spot.jpeg?itok=6bYsIEkx"}}},"media_ids":["679102"],"groups":[{"id":"47223","name":"College of Computing"},{"id":"1188","name":"Research Horizons"},{"id":"660367","name":"School of Cybersecurity and Privacy"}],"categories":[{"id":"194606","name":"Artificial Intelligence"},{"id":"153","name":"Computer Science\/Information Technology and Security"},{"id":"145","name":"Engineering"},{"id":"135","name":"Research"}],"keywords":[{"id":"182941","name":"cc-research; ic-cybersecurity; ic-hcc"},{"id":"175307","name":"Brendan Saltaformaggio"},{"id":"365","name":"Research"},{"id":"192863","name":"go-ai"},{"id":"188667","name":"go-"}],"core_research_areas":[{"id":"193655","name":"Artificial Intelligence at Georgia Tech"},{"id":"145171","name":"Cybersecurity"}],"news_room_topics":[{"id":"71881","name":"Science and Technology"}],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003E\u003Ca href=\u0022mailto:jpopham3@gatech.edu\u0022\u003EJohn Popham\u003C\/a\u003E\u003Cbr\u003ECommunications Officer II\u0026nbsp;\u003Cbr\u003ESchool of Cybersecurity and Privacy\u003C\/p\u003E\u003Cp\u003E\u0026nbsp;\u003C\/p\u003E","format":"limited_html"}],"email":[],"slides":[],"orientation":[],"userdata":""}},"687813":{"#nid":"687813","#data":{"type":"news","title":"From Fusion to Self-Driving Cars, High Performance Computing and AI are Everywhere in 2026","body":[{"value":"\u003Cp\u003EWhile not as highlight-reel worthy as the Winter Olympics and the World Cup, experts expect high-performance computing (HPC) to have an even bigger impact on daily life in 2026.\u003C\/p\u003E\u003Cp\u003EGeorgia Tech researchers say HPC and artificial intelligence (AI) advances this year are poised to improve how people power their homes, design safer buildings, and travel through cities.\u003C\/p\u003E\u003Cp\u003EAccording to\u0026nbsp;\u003Ca href=\u0022https:\/\/tangqi.github.io\/\u0022\u003EQi Tang\u003C\/a\u003E, scientists will take progressive steps toward cleaner, sustainable energy through nuclear fusion in 2026.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cI am very hopeful about the role of advanced computing and AI in making fusion a clean energy source,\u201d said Tang, an assistant professor in the\u0026nbsp;\u003Ca href=\u0022https:\/\/cse.gatech.edu\/\u0022\u003ESchool of Computational Science and Engineering (CSE)\u003C\/a\u003E.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cFusion systems involve many interconnected processes happening across different scales. Modern simulations, combined with data-driven methods, allow us to bring these pieces together into a unified picture.\u201d\u003C\/p\u003E\u003Cp\u003ETang\u2019s research connects HPC and machine learning with fusion energy and plasma physics. This year, Tang is continuing work on large-scale nuclear fusion models.\u003C\/p\u003E\u003Cp\u003EOnly a few experimental fusion reactors exist worldwide compared to more than 400 nuclear fission reactors. Tang\u2019s work supports a broader effort to turn fusion from a promising idea into a practical energy source.\u003C\/p\u003E\u003Cp\u003ENuclear fusion occurs in plasma, the fourth state of matter, where gas is heated to millions of degrees. In this extreme state, electrons are stripped from atoms, creating a hot soup of fast-moving ions and free electrons. In plasma, hydrogen atoms overcome their natural electrical repulsion, collide, and fuse together. This releases energy that can power cities and homes.\u003C\/p\u003E\u003Cp\u003EComputers interpret extreme temperatures, densities, pressures, and plasma particle motion as massive datasets. Tang works to assimilate these data types from computer models and real-world experiments.\u003C\/p\u003E\u003Cp\u003ETo do this, he and other researchers rely on machine learning approaches to analyze data across models and experiments more quickly and to produce more accurate predictions. Over time, this will allow scientists to test and improve fusion reactor designs toward commercial use.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EBeyond energy and nuclear engineering,\u0026nbsp;\u003Ca href=\u0022https:\/\/pk.linkedin.com\/in\/umarkhayaz\u0022\u003EUmar Khayaz\u003C\/a\u003E sees broader impacts for HPC in 2026.\u003C\/p\u003E\u003Cp\u003E\u201cHPC is the need of the day in every field of engineering sciences, physics, biology, and economics,\u201d said Khayaz, a CSE Ph.D. student in the\u0026nbsp;\u003Ca href=\u0022https:\/\/ce.gatech.edu\/\u0022\u003ESchool of Civil and Environmental Engineering\u003C\/a\u003E.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cHPC is important enough to say that we need to employ resources to also solve social problems.\u201d\u003C\/p\u003E\u003Cp\u003EKhayaz studies dynamic fracture and phase-field modeling. These areas explore how materials break under sudden, rapid loads.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003ELike nuclear fusion, Khayaz says dynamic fracture problems are complex and data-intensive. In 2026, he expects to see more computing resources and computational capabilities devoted to understanding these problems and other emerging civil engineering challenges.\u003C\/p\u003E\u003Cp\u003ECSE Ph.D. student\u0026nbsp;\u003Ca href=\u0022https:\/\/ahren09.github.io\/\u0022\u003EYiqiao (Ahren) Jin\u003C\/a\u003E sees a similar relationship between infrastructure and self-driving vehicles. He believes AI will innovate this area in 2026.\u003C\/p\u003E\u003Cp\u003EAt Georgia Tech, Jin develops efficient multimodal AI systems. An autonomous vehicle is a multimodal system that uses camera video, laser sensors, language instructions, and other inputs to navigate city streets under changing scenarios like traffic and weather patterns.\u003C\/p\u003E\u003Cp\u003EJin says multimodal research will move beyond performance benchmarks this year. This shift will lead to computer systems that can reason despite uncertainty and explain their decisions. In result, engineers will redefine how they evaluate and deploy autonomous systems in safety-critical settings.\u003C\/p\u003E\u003Cp\u003E\u201cMany foundational problems in perception, multimodal reasoning, and agent coordination are being actively addressed in 2026. These advances enable a transition from isolated autonomous systems to safer, coordinated autonomous vehicle fleets,\u201d Jin said.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cAs these systems scale, they have the potential to fundamentally improve transportation safety and efficiency.\u201d\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EWhile not as highlight-reel worthy as the Winter Olympics and the World Cup, experts expect high-performance computing (HPC) to have an even bigger impact on daily life in 2026.\u003C\/p\u003E\u003Cp\u003EGeorgia Tech researchers say HPC and artificial intelligence (AI) advances this year are poised to improve how people power their homes, design safer buildings, and travel through cities.\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Georgia Tech researchers say HPC and artificial intelligence (AI) advances this year are poised to improve how people power their homes, design safer buildings, and travel through cities."}],"uid":"36319","created_gmt":"2026-01-29 14:30:57","changed_gmt":"2026-02-19 15:53:29","author":"Bryant Wine","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2026-01-29T00:00:00-05:00","iso_date":"2026-01-29T00:00:00-05:00","tz":"America\/New_York"},"extras":[],"hg_media":{"679125":{"id":"679125","type":"image","title":"CSE-in-2026_2.jpg","body":null,"created":"1769704332","gmt_created":"2026-01-29 16:32:12","changed":"1769704332","gmt_changed":"2026-01-29 16:32:12","alt":"CSE in 2026","file":{"fid":"263246","name":"CSE-in-2026_2.jpg","image_path":"\/sites\/default\/files\/2026\/01\/29\/CSE-in-2026_2.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/01\/29\/CSE-in-2026_2.jpg","mime":"image\/jpeg","size":348721,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/01\/29\/CSE-in-2026_2.jpg?itok=JDq9Sr_p"}}},"media_ids":["679125"],"related_links":[{"url":"https:\/\/www.cc.gatech.edu\/news\/fusion-self-driving-cars-high-performance-computing-and-ai-are-everywhere-2026","title":"From Fusion to Self-Driving Cars, High Performance Computing and AI are Everywhere in 2026"}],"groups":[{"id":"47223","name":"College of Computing"},{"id":"1188","name":"Research Horizons"},{"id":"50877","name":"School of Computational Science and Engineering"}],"categories":[{"id":"194606","name":"Artificial Intelligence"},{"id":"142","name":"City Planning, Transportation, and Urban Growth"},{"id":"153","name":"Computer Science\/Information Technology and Security"},{"id":"144","name":"Energy"},{"id":"135","name":"Research"},{"id":"8862","name":"Student Research"}],"keywords":[{"id":"654","name":"College of Computing"},{"id":"172288","name":"School of Computational Science Engineering"},{"id":"167864","name":"School of Civil and Environmental Engineering"},{"id":"594","name":"college of engineering"},{"id":"9153","name":"Research Horizons"},{"id":"187915","name":"go-researchnews"},{"id":"10199","name":"Daily Digest"},{"id":"181991","name":"Georgia Tech News Center"},{"id":"15030","name":"high-performance computing"},{"id":"187812","name":"artificial intelligence (AI)"},{"id":"9167","name":"machine learning"},{"id":"192863","name":"go-ai"},{"id":"194384","name":"Tech AI"}],"core_research_areas":[{"id":"193655","name":"Artificial Intelligence at Georgia Tech"},{"id":"39431","name":"Data Engineering and Science"},{"id":"39531","name":"Energy and Sustainable Infrastructure"},{"id":"39541","name":"Systems"}],"news_room_topics":[{"id":"71881","name":"Science and Technology"}],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003EBryant Wine, Communications Officer\u003Cbr\u003E\u003Ca href=\u0022mailto:bryant.wine@cc.gatech.edu\u0022\u003Ebryant.wine@cc.gatech.edu\u003C\/a\u003E\u003C\/p\u003E","format":"limited_html"}],"email":[],"slides":[],"orientation":[],"userdata":""}},"687824":{"#nid":"687824","#data":{"type":"news","title":"Cyber Risk is Business Risk: A Georgia Tech Alum on What Leaders Must Learn in 2026","body":[{"value":"\u003Cp\u003EWhen \u003Cstrong\u003EChristopher Craig\u003C\/strong\u003E arrived at Georgia Tech as an undergraduate in 1995, the campus and the field of cybersecurity looked very different.\u003C\/p\u003E\u003Cp\u003E\u201cIt was the era of look left and look right, and one of you will not be here at graduation,\u201d Craig said.\u003C\/p\u003E\u003Cp\u003ECraig worked hard and graduated with his computer science (CS) bachelor\u2019s degree in 2000, just as the dot-com bubble burst. He returned to Georgia Tech about a year later and has been here ever since.\u003C\/p\u003E\u003Cp\u003ECraig is the enterprise cybersecurity architect in the \u003Ca href=\u0022https:\/\/www.oit.gatech.edu\/\u0022\u003EOffice of Information Technology\u003C\/a\u003E and has spent nearly three decades at Tech as a student, employee, and instructor.\u003C\/p\u003E\u003Cp\u003EAlong the way, he has earned three degrees from the Institute and helped shape how Georgia Tech approaches cybersecurity in an increasingly complex digital landscape.\u003C\/p\u003E\u003Cp\u003ECraig began his career at Tech supporting student registration and other core IT systems. He moved fully into cybersecurity about 15 years ago. His technical background was strong, but he saw a gap in his experience.\u003C\/p\u003E\u003Cp\u003E\u201cI had a lot of technical background and work experience, but not much policy experience,\u201d he said.\u003C\/p\u003E\u003Cp\u003ECraig enrolled in Georgia Tech\u2019s Master of Science in Information Security to fill in this gap. He said his decision to enroll in the policy track was intentional.\u003C\/p\u003E\u003Cp\u003E\u201cIf you\u2019ve been doing the technical work for 10 years, a technical master\u2019s helps some,\u201d Craig said. \u201cBut it is much more useful to study the areas you do not already know well.\u201d\u003C\/p\u003E\u003Cp\u003ECraig moved into management as his GT career progressed. This path led him once again to the classroom. This time, he pursued an MBA from Georgia Tech\u2019s \u003Ca href=\u0022https:\/\/www.scheller.gatech.edu\/index.html\u0022\u003EScheller College of Business\u003C\/a\u003E.\u003C\/p\u003E\u003Cp\u003ECraig believes the combination of cybersecurity and business education is increasingly important for leaders and others.\u003C\/p\u003E\u003Cp\u003E\u201cThere is a big gap in the industry,\u201d he said. \u201cYou need people who understand cybersecurity and the business side, and people in business leadership who understand cybersecurity risk.\u201d\u003C\/p\u003E\u003Cp\u003ECraig is an instructor in the online Master of Science in Cybersecurity program. He teaches incident response and often sees this gap among his students.\u003C\/p\u003E\u003Cp\u003E\u201cMany business professionals do not know how to respond to a cybersecurity incident,\u201d Craig said. \u201cThey are not trained in it. At the same time, many cybersecurity professionals are learning business impacts on the job.\u201d\u003C\/p\u003E\u003Cp\u003ECraig said business knowledge is essential for aspiring chief information security officers.\u003C\/p\u003E\u003Cp\u003E\u201cAt that level, understanding how cybersecurity supports business goals is more important than deep technical detail,\u201d he said. \u201cYou still need the basics, but you also need to talk to the CFO.\u201d\u003C\/p\u003E\u003Cp\u003EAt Georgia Tech, Craig focuses on cybersecurity architecture. His work centers on the design and protection of enterprise systems.\u003C\/p\u003E\u003Cp\u003E\u201cFor example, student information systems have a design,\u201d he said. \u201cWe look at how firewalls and other controls fit into that design to protect the data.\u201d\u003C\/p\u003E\u003Cp\u003EHis role continues to evolve as the Institute\u2019s cybersecurity needs change. That evolution mirrors the field itself, especially with the rise of artificial intelligence (AI).\u003C\/p\u003E\u003Cp\u003E\u201cAI has impacted cybersecurity for longer than people want to admit,\u201d Craig said. \u201cUnderstanding what is unusual is a big part of security, and AI can be very good at that. It can also be very good at avoiding detection.\u201d\u003C\/p\u003E\u003Cp\u003ECraig said AI introduces new architectural risks, particularly around data privacy. Tools that analyze student or employee data must be carefully designed to prevent sensitive information from leaking through training or outputs.\u003C\/p\u003E\u003Cp\u003E\u201cYou have to understand the inputs and outputs,\u201d he said. \u201cOtherwise, you can accidentally release data you really care about.\u201d\u003C\/p\u003E\u003Cp\u003EPrivacy has been a recurring theme throughout Craig\u2019s career. He credits courses such as the privacy policy class taught by Professor \u003Ca href=\u0022https:\/\/peterswire.net\/\u0022\u003E\u003Cstrong\u003EPeter Swire\u003C\/strong\u003E\u003C\/a\u003E, the J.Z. Liang Chair in the \u003Ca href=\u0022https:\/\/scp.cc.gatech.edu\/\u0022\u003ESchool of Cybersecurity and Privacy\u003C\/a\u003E, with shaping his thinking.\u003C\/p\u003E\u003Cp\u003E\u201cSo much of security is about personal data,\u201d Craig said. \u201cUnderstanding what actually makes data anonymous or not is critical.\u201d\u003C\/p\u003E\u003Cp\u003ECraig believes that privacy protection depends on training and system design within an institution as large and decentralized as Georgia Tech.\u003C\/p\u003E\u003Cp\u003E\u201cTraining can only get you so far,\u201d Craig said. \u201cPeople make mistakes. Strong processes limit exposure even when human error happens.\u201d\u003C\/p\u003E\u003Cp\u003ELooking back, Craig describes his time at Georgia Tech as one of constant growth.\u003C\/p\u003E\u003Cp\u003E\u201cThe industry has massively changed,\u201d he said. \u201cWhat you learn becomes outdated quickly. You have to keep growing.\u201d\u003C\/p\u003E\u003Cp\u003EFrom undergraduate student to cybersecurity leader, Craig\u2019s career reflects both the evolution of Georgia Tech and the fast-changing world of cybersecurity. For him, the learning never stops.\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EGeorgia Tech alum Christopher Craig\u2019s nearly three-decade journey as a student, employee, and instructor shows how combining cybersecurity, policy, and business education is essential for leaders navigating evolving risks\u2014from incident response to AI and data privacy\u2014in an increasingly complex digital landscape.\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Georgia Tech alum Christopher Craig\u2019s nearly three-decade journey as a student, employee, and instructor shows how combining cybersecurity, policy, and business education is essential for leaders navigating evolving risks\u2014from incident response to AI and "}],"uid":"36253","created_gmt":"2026-01-29 16:39:45","changed_gmt":"2026-02-19 15:53:07","author":"John Popham","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2026-01-28T00:00:00-05:00","iso_date":"2026-01-28T00:00:00-05:00","tz":"America\/New_York"},"extras":[],"hg_media":{"679126":{"id":"679126","type":"image","title":"Christopher-Craig_1.jpg","body":null,"created":"1769704813","gmt_created":"2026-01-29 16:40:13","changed":"1769704813","gmt_changed":"2026-01-29 16:40:13","alt":"A man looks up from his laptop computer and into a camera. There is a whiteboard with illegible writing on it behind him. ","file":{"fid":"263247","name":"Christopher-Craig_1.jpg","image_path":"\/sites\/default\/files\/2026\/01\/29\/Christopher-Craig_1.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/01\/29\/Christopher-Craig_1.jpg","mime":"image\/jpeg","size":1938873,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/01\/29\/Christopher-Craig_1.jpg?itok=FFcaJWfX"}}},"media_ids":["679126"],"groups":[{"id":"47223","name":"College of Computing"},{"id":"660367","name":"School of Cybersecurity and Privacy"}],"categories":[{"id":"130","name":"Alumni"},{"id":"153","name":"Computer Science\/Information Technology and Security"},{"id":"129","name":"Institute and Campus"}],"keywords":[],"core_research_areas":[{"id":"145171","name":"Cybersecurity"}],"news_room_topics":[{"id":"71871","name":"Campus and Community"}],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003E\u003Ca href=\u0022mailto:jpopham3@gatech.edu\u0022\u003EJohn Popham\u003C\/a\u003E\u003Cbr\u003ECommunications Officer II\u0026nbsp;\u003Cbr\u003ESchool of Cybersecurity and Privacy\u0026nbsp;\u003C\/p\u003E","format":"limited_html"}],"email":[],"slides":[],"orientation":[],"userdata":""}},"687406":{"#nid":"687406","#data":{"type":"news","title":"Apple Vision Pro Powers New Wave of Immersive Education","body":[{"value":"\u003Cdiv\u003E\u003Cdiv\u003E\u003Cdiv\u003E\u003Cdiv\u003E\u003Cdiv\u003E\u003Cp\u003ELearning electrical and computer engineering has always come with a unique challenge: many of its foundational concepts \u2014 electric fields, magnetic forces, semiconductor behavior \u2014 are invisible to the naked eye and difficult to visualize.\u0026nbsp;\u0026nbsp;\u003C\/p\u003E\u003Cp\u003ETo make these invisible principles tangible, students in the \u003Ca href=\u0022https:\/\/ece.gatech.edu\/\u0022\u003E\u003Cstrong\u003ESchool of Electrical and Computer Engineering\u003C\/strong\u003E\u003C\/a\u003E have long used specialized tools and software. Circuit simulators model voltage and current, electromagnetic tools visualize fields, and semiconductor design platforms reveal transistor behavior. These tools turn abstract theory into interactive experiences that prepare students for real-world engineering challenges.\u003C\/p\u003E\u003C\/div\u003E\u003C\/div\u003E\u003C\/div\u003E\u003C\/div\u003E\u003C\/div\u003E\u003Cdiv\u003E\u003Cdiv\u003E\u003Cdiv\u003E\u003Cdiv\u003E\u003Cdiv\u003E\u003Cp\u003ENow, Apple Vision Pro is joining this ecosystem.\u003C\/p\u003E\u003Cp\u003EThe technology introduces spatial computing to learning environments, blending digital content with the physical world.\u003C\/p\u003E\u003Cp\u003EAt the \u003Ca href=\u0022https:\/\/matter-systems.gatech.edu\/\u0022\u003E\u003Cstrong\u003EInstitute for Matter and Systems\u003C\/strong\u003E\u003C\/a\u003E, infrastructure lead \u003Ca href=\u0022https:\/\/research.gatech.edu\/people\/alex-gallmon\u0022\u003E\u003Cstrong\u003EAlex Gallmon\u003C\/strong\u003E\u003C\/a\u003E, is collaborating with students and industry partners to create immersive digital twins\u2014virtual models that replicate real-world systems\u2014of semiconductor cleanroom equipment.\u0026nbsp;\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cThese machines are complex and costly, with parts that can run tens of thousands of dollars,\u201d he said. \u201cEven minor mistakes during operation can lead to expensive damage or downtime.\u201d\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EGallmon\u0027s team built a virtual replica of a cleanroom vacuum training system. The project serves as a prototype for a workforce development program aimed at high school and college students interested in careers in the semiconductor or vacuum technology fields.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u003Ca href=\u0022https:\/\/ece.gatech.edu\/news\/2026\/01\/apple-vision-pro-powers-new-wave-immersive-education\u0022\u003ERead the full story from the School of Electrical and Computer Engineering\u003C\/a\u003E\u003C\/p\u003E\u003C\/div\u003E\u003C\/div\u003E\u003C\/div\u003E\u003C\/div\u003E\u003C\/div\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cdiv\u003E\u003Cdiv\u003E\u003Cp\u003ESpatial computing is transforming engineering education at Georgia Tech and opening new paths for entrepreneurship and technical training.\u003C\/p\u003E\u003C\/div\u003E\u003C\/div\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Spatial computing is transforming engineering education at Georgia Tech and opening new paths for entrepreneurship and technical training."}],"uid":"35272","created_gmt":"2026-01-16 22:13:30","changed_gmt":"2026-02-03 18:39:06","author":"aneumeister3","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2026-01-12T00:00:00-05:00","iso_date":"2026-01-12T00:00:00-05:00","tz":"America\/New_York"},"extras":[],"hg_media":{"679037":{"id":"679037","type":"image","title":"Apple-VR-Headset-002.jpeg","body":"\u003Cp\u003EGeorgia Tech student Yash Rajgure using an Apple Vision Pro headset device to demo his team\u0027s project in ECE 6001 Technology Entrepreneurship: Teaming, Ideation, and Entrepreneurship. \u003Cem\u003EPhoto: Allison Carter, Georgia Tech\u003C\/em\u003E\u003C\/p\u003E","created":"1768601620","gmt_created":"2026-01-16 22:13:40","changed":"1768601620","gmt_changed":"2026-01-16 22:13:40","alt":"Georgia Tech student Yash Rajgure using an Apple Vision Pro headset device to demo his team\u0027s project.","file":{"fid":"263148","name":"Apple-VR-Headset-002.jpeg","image_path":"\/sites\/default\/files\/2026\/01\/16\/Apple-VR-Headset-002.jpeg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/01\/16\/Apple-VR-Headset-002.jpeg","mime":"image\/jpeg","size":247313,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/01\/16\/Apple-VR-Headset-002.jpeg?itok=hvEeDIm3"}},"679038":{"id":"679038","type":"image","title":"Gammon-Vision-Pro_1.jpeg","body":"\u003Cdiv\u003E\u003Cdiv\u003E\u003Cdiv\u003E\u003Cdiv\u003E\u003Cdiv\u003E\u003Cdiv\u003E\u003Cp\u003EGallmon showing how Apple Vision Pro can be utilized to train students and workers on sensitive and expensive technical equipment, in this case a cleanroom vacuum system.\u003C\/p\u003E\u003C\/div\u003E\u003C\/div\u003E\u003C\/div\u003E\u003C\/div\u003E\u003C\/div\u003E\u003C\/div\u003E","created":"1768601620","gmt_created":"2026-01-16 22:13:40","changed":"1768601620","gmt_changed":"2026-01-16 22:13:40","alt":"Alex Gallmon showing how Apple Vision Pro can be utilized","file":{"fid":"263149","name":"Gammon-Vision-Pro_1.jpeg","image_path":"\/sites\/default\/files\/2026\/01\/16\/Gammon-Vision-Pro_1.jpeg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/01\/16\/Gammon-Vision-Pro_1.jpeg","mime":"image\/jpeg","size":394335,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/01\/16\/Gammon-Vision-Pro_1.jpeg?itok=kxtirBGt"}}},"media_ids":["679037","679038"],"groups":[{"id":"660369","name":"Matter and Systems"},{"id":"1188","name":"Research Horizons"}],"categories":[{"id":"153","name":"Computer Science\/Information Technology and Security"},{"id":"149","name":"Nanotechnology and Nanoscience"},{"id":"194612","name":"Workforce Development"}],"keywords":[{"id":"187915","name":"go-researchnews"}],"core_research_areas":[{"id":"193652","name":"Matter and Systems"}],"news_room_topics":[],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003E\u003Ca href=\u0022mailto:dwatson@ece.gatech.edu\u0022\u003EDan Watson \u003C\/a\u003E| School of Electrical and Computer Engineering\u003C\/p\u003E","format":"limited_html"}],"email":["dwatson@ece.gatech.edu"],"slides":[],"orientation":[],"userdata":""}},"687358":{"#nid":"687358","#data":{"type":"news","title":"New LLMs Could Provide Strength-based Job Coaching for Autistic People","body":[{"value":"\u003Cp\u003EPeople with autism seeking employment may soon have access to a new AI-based job-coaching tool thanks to a six-figure grant from the National Science Foundation (NSF).\u003C\/p\u003E\u003Cp\u003E\u003Ca href=\u0022https:\/\/www.cc.gatech.edu\/people\/jennifer-kim\u0022\u003E\u003Cstrong\u003EJennifer Kim\u003C\/strong\u003E\u003C\/a\u003E and\u0026nbsp;\u003Ca href=\u0022https:\/\/eilab.gatech.edu\/mark-riedl.html\u0022\u003E\u003Cstrong\u003EMark Riedl\u003C\/strong\u003E\u003C\/a\u003E recently received a $500,000 NSF grant to develop large language models (LLMs) that provide strength-based job coaching for autistic job seekers.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EThe two Georgia Tech researchers work with\u0026nbsp;\u003Ca href=\u0022https:\/\/excel.gatech.edu\/excel-staff\/heather-dicks\u0022\u003E\u003Cstrong\u003EHeather Dicks\u003C\/strong\u003E\u003C\/a\u003E, a career development advisor in Georgia Tech\u2019s EXCEL program, and other nonprofit organizations to provide job-seeking resources to autistic people.\u003C\/p\u003E\u003Cp\u003EDicks said the average job search for people with autism can take three to six months in a good economy. It can take up to 18 months in a bad one. However, the new LLMs from Georgia Tech could help to reduce stress and fast-track these job seekers into employment.\u003C\/p\u003E\u003Cp\u003EKim is an assistant professor who specializes in human-computer interaction technology that benefits neurodivergent people. Riedl is a professor and an expert in the development of artificial intelligence (AI) and machine learning technologies.\u003C\/p\u003E\u003Cp\u003EThe team\u2019s goal is to identify job-search pain points and understand how job coaches create better employment prospects for their autistic clients.\u003C\/p\u003E\u003Cp\u003E\u201cLarge-language models have an opportunity to support this kind of work if we can have more data about each different individual strength,\u201d Kim said.\u003C\/p\u003E\u003Cp\u003E\u201cWe want to know what worked for them in specific settings at work, what didn\u2019t work, and what kind of accommodations can better help them. That includes how they should prepare for interviews, how they can better represent their skills, how they can address accommodations they need, and how to write a cover letter. It\u2019s a broad range.\u201d\u003C\/p\u003E\u003Cp\u003EDicks has advocated for neurodivergent people and helped them find employment for 20 years. She worked at the Center for the Visually Impaired in Atlanta before coming to Georgia Tech in 2017.\u003C\/p\u003E\u003Cp\u003EShe said most nonprofits that support neurodivergent people offer career development programs and many contract job coaches, but limited coach availability often leads to long waitlists. However, LLMs could fill this availability gap to address the immediate needs of job seekers who may not have access to a job coach.\u003C\/p\u003E\u003Cp\u003E\u201cThese organizations often run at a slow pace, and there\u2019s high turnover,\u201d Dicks said. \u201cAn AI tool could get the job seeker quicker support. Maybe they don\u2019t even need to wait on the government system.\u003C\/p\u003E\u003Cp\u003E\u201cIf they\u2019re on a waitlist, it can help the user put together a resume and practice general interview questions. When the job coach is ready to work with them, they\u2019re able to hit the ground running.\u201d\u003C\/p\u003E\u003Ch4\u003E\u003Cstrong\u003ENailing the Interview\u003C\/strong\u003E\u003C\/h4\u003E\u003Cp\u003EDicks said the job interview is one of the biggest challenges for people with autism.\u003C\/p\u003E\u003Cp\u003E\u201cThey have trouble picking up on visual and nonverbal cues \u2014 the tone of the interview, figuring out the nuances that a question is hinting at,\u201d she said. \u201cThey\u2019re not giving the warm and fuzzy vibes that allow them to connect on a personal level.\u201d\u003C\/p\u003E\u003Cp\u003EThat\u2019s why Kim wants the models to reflect a strength-based coaching approach. Strength-based coaching is particularly effective for individuals with autism. Many possess traits that employers value. These include:\u003C\/p\u003E\u003Cul\u003E\u003Cli\u003EClose attention to detail\u003C\/li\u003E\u003Cli\u003EStrong technical proficiency\u003C\/li\u003E\u003Cli\u003EUnique problem-solving perspectives\u003C\/li\u003E\u003C\/ul\u003E\u003Cp\u003E\u201cThe issue is that they don\u2019t know how these strengths can be applied in the workplace,\u201d Kim said. \u201cOnce they understand this, they can communicate with employers about their strengths and the accommodations employers should provide to the job seeker so they can successfully apply their skills at work.\u201d\u003C\/p\u003E\u003Ch4\u003E\u003Cstrong\u003EHandling Rejection\u003C\/strong\u003E\u003C\/h4\u003E\u003Cp\u003EStill, Kim understands that candidates will need to handle rejection to make it through the search process. She envisions LLMs that help them refocus their energy and regain their confidence after being turned down.\u003C\/p\u003E\u003Cp\u003E\u201cWhen you get a lot of rejection emails, it\u2019s easy to feel you\u2019re not good enough,\u201d she said. \u201cBeing constantly reminded about your strengths and their prior successes can get them through the stressful job-seeking process.\u201d\u003C\/p\u003E\u003Cp\u003EDicks said the models should also be able to provide feedback so that candidates don\u2019t repeat mistakes.\u003C\/p\u003E\u003Cp\u003E\u201cIt can tell them what would\u2019ve been a better answer or a better way to say it,\u201d Dicks said. \u201cIt can also encourage them with reminders that you get 100 noes before you get a yes.\u201d\u003C\/p\u003E\u003Ch4\u003E\u003Cstrong\u003EYou\u2019re Hired, Now What?\u003C\/strong\u003E\u003C\/h4\u003E\u003Cp\u003EDicks said the role of a job coach doesn\u2019t end the moment a client is hired. Government-contracted job coaches may work with their clients for up to 90 days after they start a new job to support their transition.\u003C\/p\u003E\u003Cp\u003EHowever, she said, sometimes that isn\u2019t enough. Many companies have probationary periods exceeding three months. Autistic individuals may struggle with on-the-job training or communicating what accommodations they need from their new employer.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EThese are just a few gaps an AI tool can fill for these individuals after they\u2019re hired.\u003C\/p\u003E\u003Cp\u003E\u201cI could see these models evolving to being supportive at those critical junctures of the probationary period being over or the one-year job review or the annual evaluation that everyone dreads,\u201d she said.\u003C\/p\u003E\u003Cp\u003EDicks has an average caseload of 15 students, whom she assists in landing jobs and internships through the EXCEL program.\u003C\/p\u003E\u003Cp\u003EEXCEL provides a mentorship program for students with intellectual and developmental disabilities from the time they set foot on campus through graduation and beyond.\u003C\/p\u003E\u003Cp\u003EFor more information and to apply, visit EXCEL\u2019s\u0026nbsp;\u003Ca href=\u0022https:\/\/excel.gatech.edu\/home\u0022\u003E\u003Cstrong\u003Ewebsite\u003C\/strong\u003E\u003C\/a\u003E.\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EGeorgia Tech researchers are using an NSF grant to create new large-language models that help autistic job seekers understand their strengths and how to leverage them during the application process.\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Georgia Tech researchers are using an NSF grant to create new large-language models that help autistic job seekers understand their strengths and how to leverage them during the application process."}],"uid":"36530","created_gmt":"2026-01-15 19:04:04","changed_gmt":"2026-01-22 13:41:09","author":"Nathan Deen","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2026-01-15T00:00:00-05:00","iso_date":"2026-01-15T00:00:00-05:00","tz":"America\/New_York"},"extras":[],"hg_media":{"679012":{"id":"679012","type":"image","title":"Jennifer-Kim_86A4154-copy.jpg","body":null,"created":"1768503854","gmt_created":"2026-01-15 19:04:14","changed":"1768503854","gmt_changed":"2026-01-15 19:04:14","alt":"Jennifer Kim","file":{"fid":"263123","name":"Jennifer-Kim_86A4154-copy.jpg","image_path":"\/sites\/default\/files\/2026\/01\/15\/Jennifer-Kim_86A4154-copy.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/01\/15\/Jennifer-Kim_86A4154-copy.jpg","mime":"image\/jpeg","size":71820,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/01\/15\/Jennifer-Kim_86A4154-copy.jpg?itok=hbn_0e9T"}}},"media_ids":["679012"],"groups":[{"id":"47223","name":"College of Computing"},{"id":"1188","name":"Research Horizons"},{"id":"50876","name":"School of Interactive Computing"}],"categories":[{"id":"194606","name":"Artificial Intelligence"},{"id":"42901","name":"Community"},{"id":"153","name":"Computer Science\/Information Technology and Security"}],"keywords":[{"id":"6053","name":"Autism"},{"id":"191680","name":"neurodiverse"},{"id":"780","name":"employment"},{"id":"174112","name":"excel program"},{"id":"192863","name":"go-ai"},{"id":"187812","name":"artificial intelligence (AI)"},{"id":"193556","name":"large language models"},{"id":"7011","name":"NSF grant"},{"id":"6957","name":"Job Search"},{"id":"13786","name":"job search strategies"},{"id":"194701","name":"go-resarchnews"},{"id":"9153","name":"Research Horizons"}],"core_research_areas":[{"id":"193655","name":"Artificial Intelligence at Georgia Tech"},{"id":"39501","name":"People and Technology"}],"news_room_topics":[{"id":"71901","name":"Society and Culture"}],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[],"email":[],"slides":[],"orientation":[],"userdata":""}},"687371":{"#nid":"687371","#data":{"type":"news","title":"Georgia Tech Wins Fifth Straight NSA Codebreaker Challenge","body":[{"value":"\u003Cdiv\u003E\u003Cdiv\u003E\u003Cp\u003EThe United States Air Force\u0027s Cyber Operations Squadron was in a crisis. A sophisticated foreign adversary was threatening national security, and it was up to the National Security Agency to help.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EThis was the fictional \u003Ca href=\u0022https:\/\/nsa-codebreaker.org\/challenge\u0022\u003Escenario\u003C\/a\u003E of the \u003Ca href=\u0022https:\/\/nsa-codebreaker.org\/leaderboard\u0022\u003E2025 NSA Codebreaker Challenge\u003C\/a\u003E, which was once again dominated by Georgia Tech students, faculty, and alumni. With a score of nearly 300,000 points, they took first among Division I schools.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cGeorgia Tech continues to win this highly challenging competition each year because of our outstanding students and the excellence of the cybersecurity and privacy curriculum that has been developed by SCP faculty,\u201d said Mustaque Ahamad, Interim Chair for the School of Cybersecurity and Privacy.\u003C\/p\u003E\u003Cp\u003E\u201cOur courses provide not only foundational knowledge of the discipline, but also give students experience with tools and techniques that help them shine at this competition.\u201d\u003C\/p\u003E\u003Cp\u003EOne of the keys to Georgia Tech\u2019s success is that it integrates the challenge into students\u2019 coursework. Professor Taesoo Kim has included it in his \u003Ca href=\u0022https:\/\/omscs.gatech.edu\/cs-6265-information-security-lab\u0022\u003E\u003Cem\u003ECS 6265: Information Security Lab\u003C\/em\u003E\u003C\/a\u003E every year to give students real-life experience.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cThe NSA Codebreaker Challenge highlights the strength of Georgia Tech\u2019s cybersecurity program and the hands-on, mission-driven training our students receive. Through courses like CS 6265 and others like it, students apply advanced security concepts to real-world problems, reinforcing Georgia Tech\u2019s long-standing excellence and leadership in cybersecurity education.\u201d\u003C\/p\u003E\u003Cp\u003EThis year was the first time the NSA broke the Codebreaker Challenge for colleges and universities into divisions based on the number of participants. The winners of divisions one, two, and three were considered the winners of the challenge. Georgia Tech was in the top division with 272 students, four instructors, 27 alumni, and two in the other category. The Institute had a total of 305 participants, the second largest in the competition.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EThe NSA Codebreaker Challenge is open to anyone with an email address from a recognized U.S. school or university. All players register and log in individually. Students, professors, and alumni can participate, but only students earn points and awards.\u003C\/p\u003E\u003C\/div\u003E\u003C\/div\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EThe 2025 NSA Codebreaker Challenge, which was once again dominated by Georgia Tech students, faculty, and alumni. With a score of nearly 300,000 points, they took first among Division I schools.\u0026nbsp;\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"The 2025 NSA Codebreaker Challenge, which was once again dominated by Georgia Tech students, faculty, and alumni."}],"uid":"36253","created_gmt":"2026-01-16 13:50:02","changed_gmt":"2026-01-22 13:40:45","author":"John Popham","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2026-01-15T00:00:00-05:00","iso_date":"2026-01-15T00:00:00-05:00","tz":"America\/New_York"},"extras":[],"groups":[{"id":"47223","name":"College of Computing"},{"id":"660367","name":"School of Cybersecurity and Privacy"}],"categories":[{"id":"153","name":"Computer Science\/Information Technology and Security"},{"id":"193158","name":"Student Competition Winners (academic, innovation, and research)"},{"id":"193157","name":"Student Honors and Achievements"}],"keywords":[],"core_research_areas":[{"id":"145171","name":"Cybersecurity"}],"news_room_topics":[{"id":"71871","name":"Campus and Community"}],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003E\u003Ca href=\u0022mailto:mailto;jpopham3@gatech.edu\u0022\u003EJohn Popham\u003C\/a\u003E\u0026nbsp;\u003Cbr\u003ECommunications Officer II\u0026nbsp;\u003Cbr\u003ESchool of Cybersecurity and Privacy\u003C\/p\u003E","format":"limited_html"}],"email":[],"slides":[],"orientation":[],"userdata":""}},"687534":{"#nid":"687534","#data":{"type":"news","title":"New Cryogenic Vacuum Chamber Cuts Noise for Quantum Ion Trapping","body":[{"value":"\u003Cp\u003EEven very slight environmental noise, such as microscopic vibrations or magnetic field fluctuations a hundred times smaller than the Earth\u2019s magnetic field, can be catastrophic for quantum computing experiments with trapped ions.\u003Cbr\u003E\u0026nbsp;\u003C\/p\u003E\u003Cp\u003ETo address that challenge, researchers at the Georgia Tech Research Institute (GTRI) have developed an improved cryogenic vacuum chamber that helps reduce some common noise sources by isolating ions from vibrations and shielding them from magnetic field fluctuations. The new chamber also incorporates an improved imaging system and a radio frequency (RF) coil that can be used to drive ion transitions from within the chamber.\u0026nbsp;\u003Cbr\u003E\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cThere\u2019s a lot of excitement around quantum computing today, and trapped ions are just one of the research platforms available, each with their own benefits and drawbacks,\u201d explained Darian Hartsell, a GTRI research scientist who leads the project. \u201cWe are trying to mitigate multiple sources of noise in this chamber and make other improvements with one robust new design.\u201d\u003Cbr\u003E\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EThe chamber design is described in a paper published January 20, 2026 in the journal \u003Cem\u003EApplied Physics Letters\u003C\/em\u003E. Some of the technical improvements developed for the project are already being applied at GTRI and collaborating organizations. This work was done in collaboration with Los Alamos National Laboratory.\u003Cbr\u003E\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EThe goal of the vibration isolation is to reduce the laser amplitude and phase noise when addressing the ions, increasing operation fidelity. The goal of the magnetic field noise reduction is to preserve the coherence of qubits for longer periods of time so researchers can use them for more complex algorithms.\u003C\/p\u003E\u003Cp\u003E\u003Ca href=\u0022https:\/\/www.gtri.gatech.edu\/newsroom\/new-cryogenic-vacuum-chamber-cuts-noise-quantum-ion-trapping\u0022\u003ESee the complete article on the GTRI news site\u003C\/a\u003E\u003C\/p\u003E\u003Cp\u003E\u003Cbr\u003E\u0026nbsp;\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":[{"value":"Chamber also incorporates improved imaging"}],"field_summary":[{"value":"\u003Cp\u003EResearchers have developed an improved vacuum chamber that reduces noise for quantum ion trapping research.\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Researchers have developed an improved vacuum chamber that reduces noise for quantum ion trapping research."}],"uid":"27303","created_gmt":"2026-01-21 15:56:39","changed_gmt":"2026-01-21 16:03:07","author":"John Toon","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2026-01-21T00:00:00-05:00","iso_date":"2026-01-21T00:00:00-05:00","tz":"America\/New_York"},"extras":[],"hg_media":{"679046":{"id":"679046","type":"image","title":"Researcher tests improved vacuum chamber for ion trapping","body":"\u003Cp\u003EGTRI Research Scientist Darian Hartsell makes adjustments to an improved cryogenic vacuum chamber that helps reduce some common noise sources by isolating ions from vibrations and shielding them from magnetic field fluctuations. (Credit: Sean McNeil, GTRI)\u003C\/p\u003E","created":"1769010196","gmt_created":"2026-01-21 15:43:16","changed":"1769010565","gmt_changed":"2026-01-21 15:49:25","alt":"Researcher tests improved vacuum chamber","file":{"fid":"263158","name":"Vacuum-Chamber_06.jpg","image_path":"\/sites\/default\/files\/2026\/01\/21\/Vacuum-Chamber_06.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/01\/21\/Vacuum-Chamber_06.jpg","mime":"image\/jpeg","size":2603620,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/01\/21\/Vacuum-Chamber_06.jpg?itok=ugZaqaeJ"}}},"media_ids":["679046"],"groups":[{"id":"1188","name":"Research Horizons"}],"categories":[{"id":"153","name":"Computer Science\/Information Technology and Security"}],"keywords":[{"id":"187915","name":"go-researchnews"}],"core_research_areas":[{"id":"193653","name":"Georgia Tech Research Institute"},{"id":"193652","name":"Matter and Systems"}],"news_room_topics":[],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[],"email":["gtri.media@gtri.gatech.edu"],"slides":[],"orientation":[],"userdata":""}},"686615":{"#nid":"686615","#data":{"type":"news","title":"Researchers Look to Maker Safer AI Through Google Awards","body":[{"value":"\u003Cp\u003EPeople seeking mental health support are increasingly turning to large language models (LLMs) for advice.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EHowever, most popular AI-powered chatbots are not trained to recognize when someone is in crisis. LLMs also cannot determine when to refer someone to a human specialist.\u003C\/p\u003E\u003Cp\u003ENew Georgia Tech research projects that address these issues may soon provide people seeking mental health support with safer experiences.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EGoogle has awarded research grants to three faculty members from the School of Interactive Computing to study artificial intelligence (AI), trust, safety, and security. The grants were among dozens awarded by the company to researchers across the country.\u003C\/p\u003E\u003Cp\u003EProfessor \u003Ca href=\u0022http:\/\/www.munmund.net\/\u0022\u003E\u003Cstrong\u003EMunmun De Choudhury\u003C\/strong\u003E\u003C\/a\u003E, Associate Professor \u003Ca href=\u0022https:\/\/sites.google.com\/view\/riarriaga\/home\u0022\u003E\u003Cstrong\u003ERosa Arriaga\u003C\/strong\u003E\u003C\/a\u003E, and Associate Professor \u003Ca href=\u0022https:\/\/aritter.github.io\/\u0022\u003E\u003Cstrong\u003EAlan Ritter\u003C\/strong\u003E\u003C\/a\u003E are among the recipients of the \u003Ca href=\u0022https:\/\/research.google\/programs-and-events\/google-academic-research-awards\/google-academic-research-award-program-recipients\/\u0022\u003E\u003Cstrong\u003E2025 Google Academic Research Awards\u003C\/strong\u003E\u003C\/a\u003E.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003ETheir projects will explore questions like:\u003C\/p\u003E\u003Cul\u003E\u003Cli\u003EWhat harms could occur if people consult LLMs for mental health advice?\u003C\/li\u003E\u003Cli\u003EWhich groups are most at risk of receiving harmful guidance?\u003C\/li\u003E\u003Cli\u003EWhen should an LLM stop responding and refer someone to a human professional?\u003C\/li\u003E\u003C\/ul\u003E\u003Cp\u003EDe Choudhury and Arriaga will examine how LLMs might harm people seeking mental health care.\u003C\/p\u003E\u003Cp\u003EDe Choudhury\u2019s work focuses on spotting when chatbot conversations go wrong and lead users toward self-harm. She is also studying design changes that could prevent these situations.\u003C\/p\u003E\u003Cp\u003EHer project,\u0026nbsp;\u003Cem\u003EExiting Harmful Reliance: Identifying Crises \u0026amp; Care Escalation Needs\u003C\/em\u003E, is in partnership with Angel Hsing-Chi Hwang from the University of Southern California. Together, they will review real and synthetic chat transcripts with clinicians to find language patterns that signal risk.\u003C\/p\u003E\u003Cp\u003E\u201cA chatbot will always give a response and keep talking to you for however long you want,\u201d De Choudhury said. \u201cThat may not be a good thing for someone in crisis. We need to know when the right response is to stop and suggest talking to a human.\u201d\u003C\/p\u003E\u003Cp\u003E\u0026nbsp;\u003C\/p\u003E\u003Ch4\u003E\u003Cstrong\u003EUnderstanding Risks for Low-Income Users\u003C\/strong\u003E\u003C\/h4\u003E\u003Cp\u003EArriaga\u2019s project,\u0026nbsp;\u003Cem\u003EDull, Dirty, Dangerous: Investigating Trust of Digital Resources Among Low-SES Mental Health Care Seekers\u003C\/em\u003E, looks at how LLMs affect people with low socioeconomic status (SES).\u003C\/p\u003E\u003Cp\u003EDull, dirty, and dangerous is a phrase used to describe work that is well-suited for robot automation because they are repetitive, physically taxing, or hazardous for humans. Arriaga said she adapted these terms for her research to create a taxonomy of the harms AI can cause to people seeking mental health care.\u003C\/p\u003E\u003Cp\u003EArriaga also wants to label the trust factors that chatbots have that attract low-SES users to seek their advice, and how these may differ for adults and adolescents across contexts.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cWe know one of the reasons some users go to LLMs is because they aren\u2019t insured and can\u2019t afford a therapist,\u201d she said. \u201cLLMs are available 24-7. Maybe it doesn\u2019t start as a trust issue. Maybe it starts with availability.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cSome of these human-AI conversations that result in harmful mental health advice didn\u2019t begin on the topic of mental health. In one case, the person started going to the machine for help with homework.\u003C\/p\u003E\u003Cp\u003E\u201cThen this relationship evolved into personal matters. Should we constrain the system to limit itself to helping someone with their homework and not wander off that subject into mental health matters?\u201d\u003C\/p\u003E\u003Cp\u003E\u0026nbsp;\u003C\/p\u003E\u003Ch4\u003E\u003Cstrong\u003EManaging Privacy Risks for Social Media\u003C\/strong\u003E\u003C\/h4\u003E\u003Cp\u003ERitter will use the Google award to advance research on social media privacy tools, including interactive AI agents that help people make more informed decisions about what they share online.\u003C\/p\u003E\u003Cp\u003EHis project, \u003Cem\u003EAI Tools to Help Users Make Informed Decisions About Online Information Sharing\u003C\/em\u003E, focuses on reducing privacy risks in both text and images by identifying when posts reveal more than users intend.\u003C\/p\u003E\u003Cp\u003E\u201cWe\u2019ve been developing methods to assess risks in text, and now we\u2019re extending that work to images,\u201d Ritter said. \u201cPeople post photos without realizing how easily they can be geolocated by advanced AI systems. A casual selfie near home might contain subtle cues about where you live, like a street sign, that reveal private details.\u201d\u003C\/p\u003E\u003Cp\u003EThe project aims to create AI agents that review content within user posts, flag elements that pose risk, and suggest safer alternatives. Ritter said he wants people to maintain control over their privacy without limiting freedom of expression.\u003C\/p\u003E\u003Cp\u003ERitter will deploy advanced reasoning models capable of probabilistic privacy estimation. These systems can infer how identifiable a piece of text might be or how likely an image is to reveal a user\u2019s location.\u003C\/p\u003E\u003Cp\u003EFor images, Ritter and his collaborators will use models that identify geolocatable features, allowing users to edit or hide them before posting.\u003C\/p\u003E\u003Cp\u003EFor more on Ritter\u2019s research,\u0026nbsp;\u003Ca href=\u0022https:\/\/www.cc.gatech.edu\/news\/new-large-language-model-can-protect-social-media-users-privacy\u0022\u003E\u003Cstrong\u003Eread how an LLM he co-developed protects the privacy of users on social media.\u003C\/strong\u003E\u003C\/a\u003E\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EThree Georgia Tech faculty members from the School of Interactive Computing received Google Academic Research Awards to study how to make AI safer, focusing on minimizing harm to users seeking \u003Cstrong\u003Emental health support\u003C\/strong\u003E from large language models (LLMs) and improving \u003Cstrong\u003Esocial media privacy\u003C\/strong\u003E tools.\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Three Georgia Tech faculty members received Google Academic Research Awards to study how to make AI safer."}],"uid":"36530","created_gmt":"2025-11-24 20:28:32","changed_gmt":"2026-01-09 13:38:21","author":"Nathan Deen","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2025-11-24T00:00:00-05:00","iso_date":"2025-11-24T00:00:00-05:00","tz":"America\/New_York"},"extras":[],"hg_media":{"678716":{"id":"678716","type":"image","title":"437249_Google-Research-Award-Graphic.jpg","body":null,"created":"1764016128","gmt_created":"2025-11-24 20:28:48","changed":"1764016128","gmt_changed":"2025-11-24 20:28:48","alt":"Google Research Awards","file":{"fid":"262784","name":"437249_Google-Research-Award-Graphic.jpg","image_path":"\/sites\/default\/files\/2025\/11\/24\/437249_Google-Research-Award-Graphic.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2025\/11\/24\/437249_Google-Research-Award-Graphic.jpg","mime":"image\/jpeg","size":120957,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2025\/11\/24\/437249_Google-Research-Award-Graphic.jpg?itok=QmSwvwkp"}}},"media_ids":["678716"],"groups":[{"id":"47223","name":"College of Computing"},{"id":"1188","name":"Research Horizons"},{"id":"50876","name":"School of Interactive Computing"}],"categories":[{"id":"194606","name":"Artificial Intelligence"},{"id":"153","name":"Computer Science\/Information Technology and Security"},{"id":"135","name":"Research"}],"keywords":[{"id":"194701","name":"go-resarchnews"},{"id":"9153","name":"Research Horizons"},{"id":"192863","name":"go-ai"},{"id":"193860","name":"Artifical Intelligence"},{"id":"187812","name":"artificial intelligence (AI)"},{"id":"192524","name":"ChatGPT"},{"id":"184554","name":"Google Research Award"},{"id":"167007","name":"health \u0026 well-being"},{"id":"10343","name":"mental health"},{"id":"169137","name":"chatbot"},{"id":"167543","name":"social media"},{"id":"114791","name":"Data Privacy"}],"core_research_areas":[],"news_room_topics":[{"id":"71901","name":"Society and Culture"}],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[],"email":[],"slides":[],"orientation":[],"userdata":""}},"686197":{"#nid":"686197","#data":{"type":"news","title":"New Software Center Director to Lead Next Wave of Scientific Discovery","body":[{"value":"\u003Cp\u003EScientists across Georgia Tech rely on powerful software tools to propel breakthroughs in fields ranging from physics to biology. Now, software experts who make that research possible are gaining a new leader.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EThe College of Computing named Professor\u0026nbsp;\u003Ca href=\u0022https:\/\/vuduc.org\/v2\/\u0022\u003ERich Vuduc\u003C\/a\u003E as director of the Center for Scientific Software Engineering (\u003Ca href=\u0022https:\/\/ssecenter.cc.gatech.edu\/\u0022\u003ECSSE\u003C\/a\u003E). The Georgia Tech hub is dedicated to building reliable, high-performance software for scientists. \u0026nbsp;\u003C\/p\u003E\u003Cp\u003EUnder Vuduc\u2019s leadership, CSSE strives to accelerate the pace and increase the quality of scientific discovery by developing custom software tools and best practices tailored to researchers\u2019 needs.\u003C\/p\u003E\u003Cp\u003E\u201cThere is a reproducibility and reliability problem right now with scientific software,\u201d Vuduc said. \u201cThe promise of CSSE is to leverage capabilities shared between Georgia Tech, Schmidt Sciences, and industry experts to address this problem.\u201d\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EIssues arise because scientists often need to develop their own software for experiments or data analysis. However, troubleshooting coding issues and other bugs can slow down research.\u003C\/p\u003E\u003Cp\u003ETo assist these scientists, CSSE receives their input to create custom software tools and best practices. The center employs professional software engineers who build and deliver products tailor-made to the needs of researchers at Georgia Tech and broader scientific communities.\u003C\/p\u003E\u003Cp\u003EBeyond its research focus, CSSE helps Georgia Tech fulfill its educational mission. The center provides students with direct access and exposure to real-world software engineering.\u003C\/p\u003E\u003Cp\u003EAs the center enters its third year, Vuduc wants to better prepare students for employment by enhancing their hands-on experience while learning from CSSE engineers.\u003C\/p\u003E\u003Cp\u003ETo achieve this goal, Vuduc is working to establish a \u003Ca href=\u0022https:\/\/gatech.infoready4.com\/#competitionDetail\/1999204\u0022\u003EPh.D. fellowship program\u003C\/a\u003E in which CSSE engineers mentor students. This program would connect academic inquiry with industry expertise, creating the next generation of dynamic leaders in computational science. \u0026nbsp;\u003C\/p\u003E\u003Cp\u003EVuduc also envisions pairing CSSE with Georgia Tech\u2019s\u0026nbsp;\u003Ca href=\u0022https:\/\/vip.gatech.edu\/\u0022\u003EVertically Integrated Projects (VIP) program\u003C\/a\u003E. This approach would allow undergraduate students to earn class credit while working with CSSE engineers on large software engineering projects spanning multiple semesters.\u003C\/p\u003E\u003Cp\u003E\u201cThe center gives our students access to something that is very unique to find in a university environment,\u201d Vuduc said.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cThe software engineers in CSSE mostly come from industry. They have over 65 years of combined experience doing real-world software engineering that students can learn from.\u201d\u003C\/p\u003E\u003Cp\u003EVuduc is a 2010 recipient of the\u0026nbsp;\u003Ca href=\u0022https:\/\/awards.acm.org\/bell\u0022\u003EGordon Bell Prize\u003C\/a\u003E and a leading expert in high-performance computing (HPC). He was a finalist for the award in 2020 and 2022.\u003C\/p\u003E\u003Cp\u003EThe Gordon Bell Prize, often referred to as the Nobel Prize in supercomputing due to the scope and magnitude of research it recognizes, celebrates achievement in HPC research and application.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EVuduc joined Georgia Tech in 2007 as one of the first faculty hired for the new Division of Computational Science and Engineering (CSE). Not a stranger of leading new units, he saw CSE begin offering M.S. and Ph.D. degrees in 2008 and\u0026nbsp;\u003Ca href=\u0022https:\/\/cse.gatech.edu\/founding-school\u0022\u003Eattain school status in 2010\u003C\/a\u003E. \u0026nbsp;\u003C\/p\u003E\u003Cp\u003ESince 2021, Vuduc has served as co-director of the Center for Research into Novel Computing Hierarchies (\u003Ca href=\u0022https:\/\/crnch.gatech.edu\/\u0022\u003ECRNCH\u003C\/a\u003E).\u0026nbsp;\u003C\/p\u003E\u003Cp\u003ECRNCH is an interdisciplinary research center at Georgia Tech that explores technologies and approaches that will usher the next generation of computing. Areas CRNCH studies include quantum computing, brain-inspired computing, and approximate computing.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EVuduc will step down as CRNCH co-director to fulfill his role as CSSE director. The College of Computing will lead a search for CRNCH\u2019s next co-director.\u003C\/p\u003E\u003Cp\u003E\u201cIn a sense, the CRNCH to CSSE transition was partly a natural one because one thing that contributes to software challenges is that hardware platforms are also changing and evolving very rapidly,\u201d said Vuduc.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cPeople are exploring radically new hardware systems and we will have to write software configured for those too. Centers, like CRNCH and CSSE, strongly position Georgia Tech to lead these endeavors.\u201d\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003EAlessandro (Alex) Orso\u003C\/strong\u003E, the previous CSSE director, departed Georgia Tech earlier this year to become\u0026nbsp;\u003Ca href=\u0022https:\/\/news.uga.edu\/alex-orso-named-dean-of-ugas-college-of-engineering\/\u0022\u003Edean of the University of Georgia\u2019s College of Engineering\u003C\/a\u003E. Orso and Distinguished Professor \u003Cstrong\u003EIrfan Essa\u003C\/strong\u003E wrote the proposal to bring CSSE to Georgia Tech.\u003C\/p\u003E\u003Cp\u003EGeorgia Tech formed CSSE in 2022 after securing an $11 million grant from\u0026nbsp;\u003Ca href=\u0022https:\/\/www.schmidtsciences.org\/\u0022\u003ESchmidt Sciences\u003C\/a\u003E. Former Google CEO Eric Schmidt and his spouse, Wendy Schmidt, founded the philanthropic venture that funds science and technology research and talent networking programs.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EGeorgia Tech\u2019s CSSE is part of Schmidt Sciences\u2019\u0026nbsp;\u003Ca href=\u0022https:\/\/www.schmidtsciences.org\/viss\/\u0022\u003EVirtual Institute for Scientific Software (VISS) program\u003C\/a\u003E. This network helps scientists obtain more robust, flexible, scalable open-source software.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003ESchmidt Sciences is investing $40 million in VISS over five years at four universities: Georgia Tech, University of Washington, Johns Hopkins University, and University of Cambridge.\u003C\/p\u003E\u003Cp\u003ECSSE uses the funding to employ a software engineering lead, three senior and two junior software engineers. The Schmidt Sciences grant equips these engineers with computing resources to build scientific software. Along with the director, an advisory board guides the group\u2019s work to meet the point of need for scientists in the field.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cI am grateful to Schmidt Sciences for their support of CSSE. It aligns with our college\u2019s strategic goals and expertise in scientific software, and I am delighted that Rich has agreed to take on this important role,\u201d said Vivek Sarkar, Dean and John P. Imlay Jr. Chair of Computing.\u003C\/p\u003E\u003Cp\u003E\u201cI know that Rich is committed to growing CSSE\u0027s internal and external visibility and long-term sustainability. I am confident that he will also help further socialize CSSE among internal stakeholders across Georgia Tech.\u201d\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EScientists across Georgia Tech rely on powerful software tools to propel breakthroughs in fields ranging from physics to biology. Now, software experts who make that research possible are gaining a new leader.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EThe College of Computing named Professor\u0026nbsp;\u003Ca href=\u0022https:\/\/vuduc.org\/v2\/\u0022\u003ERich Vuduc\u003C\/a\u003E as director of the Center for Scientific Software Engineering (\u003Ca href=\u0022https:\/\/ssecenter.cc.gatech.edu\/\u0022\u003ECSSE\u003C\/a\u003E). The Georgia Tech hub is dedicated to building reliable, high-performance software for scientists. \u0026nbsp;\u003C\/p\u003E\u003Cp\u003EUnder Vuduc\u2019s leadership, CSSE strives to accelerate the pace and increase the quality of scientific discovery by developing custom software tools and best practices tailored to researchers\u2019 needs.\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"The College of Computing named Professor Rich Vuduc as director of the Center for Scientific Software Engineering (CSSE). The Georgia Tech hub is dedicated to building reliable, high-performance software for scientists.  "}],"uid":"36319","created_gmt":"2025-11-05 14:01:46","changed_gmt":"2026-01-09 13:38:07","author":"Bryant Wine","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2025-11-03T00:00:00-05:00","iso_date":"2025-11-03T00:00:00-05:00","tz":"America\/New_York"},"extras":[],"hg_media":{"678546":{"id":"678546","type":"image","title":"Vuduc-CSSE-Director.jpg","body":null,"created":"1762351373","gmt_created":"2025-11-05 14:02:53","changed":"1762351373","gmt_changed":"2025-11-05 14:02:53","alt":"Rich Vuduc CSSE Director","file":{"fid":"262598","name":"Vuduc-CSSE-Director.jpg","image_path":"\/sites\/default\/files\/2025\/11\/05\/Vuduc-CSSE-Director.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2025\/11\/05\/Vuduc-CSSE-Director.jpg","mime":"image\/jpeg","size":82857,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2025\/11\/05\/Vuduc-CSSE-Director.jpg?itok=o-JZUe-T"}}},"media_ids":["678546"],"related_links":[{"url":"https:\/\/www.cc.gatech.edu\/news\/new-software-center-director-lead-next-wave-scientific-discovery","title":"New Software Center Director to Lead Next Wave of Scientific Discovery"}],"groups":[{"id":"47223","name":"College of Computing"},{"id":"1188","name":"Research Horizons"},{"id":"50877","name":"School of Computational Science and Engineering"}],"categories":[{"id":"153","name":"Computer Science\/Information Technology and Security"},{"id":"135","name":"Research"}],"keywords":[{"id":"654","name":"College of Computing"},{"id":"172288","name":"School of Computational Science Engineering"},{"id":"187915","name":"go-researchnews"},{"id":"181991","name":"Georgia Tech News Center"},{"id":"10199","name":"Daily Digest"},{"id":"183717","name":"Center for Research into Novel Computing Hierarchies"},{"id":"15030","name":"high-performance computing"},{"id":"170965","name":"software engineering"},{"id":"194841","name":"Center for Scientific Software Engineering"}],"core_research_areas":[{"id":"39431","name":"Data Engineering and Science"}],"news_room_topics":[{"id":"71871","name":"Campus and Community"}],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003EBryant Wine, Communications Officer\u003Cbr\u003E\u003Ca href=\u0022mailto:bryant.wine@cc.gatech.edu\u0022\u003Ebryant.wine@cc.gatech.edu\u003C\/a\u003E\u003C\/p\u003E","format":"limited_html"}],"email":[],"slides":[],"orientation":[],"userdata":""}},"686843":{"#nid":"686843","#data":{"type":"news","title":"NSF Grant Funds Protein Research for Drug Discovery and Personalized Medicine","body":[{"value":"\u003Cp\u003EProteins, including antibodies, hemoglobin, and insulin, power nearly every vital aspect of life. Breakthroughs in protein research are producing vaccines, resilient crops, bioenergy sources, and other innovative technologies.\u003C\/p\u003E\u003Cp\u003EDespite their importance, most of what scientists know about proteins only comes from a small sample size. This stands in the way of fully understanding how most proteins work and unlocking their full potential.\u003C\/p\u003E\u003Cp\u003EGeorgia Tech\u2019s \u003Ca href=\u0022https:\/\/faculty.cc.gatech.edu\/~yunan\/\u0022\u003EYunan Luo\u003C\/a\u003E believes artificial intelligence (AI) could fill this knowledge gap. The National Science Foundation agrees. Luo is the recipient of an NSF Faculty Early Career Development (\u003Ca href=\u0022https:\/\/www.nsf.gov\/funding\/opportunities\/career-faculty-early-career-development-program\u0022\u003ECAREER\u003C\/a\u003E) award.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cSo much of biology depends on knowing what proteins do, but decades of research have concentrated on a relatively small set of well-studied proteins. This imbalance in scientific attention leads to a distorted view of the biological landscape that\u0026nbsp;quietly shapes our data and our algorithms,\u201d Luo said.\u003C\/p\u003E\u003Cp\u003E\u201cMy group\u2019s goal is to build machine learning (ML) models that actively close this gap by generating trustworthy\u0026nbsp;function predictions for the many proteins that remain understudied.\u201d\u003C\/p\u003E\u003Cp\u003E[Related: \u003Ca href=\u0022https:\/\/www.cc.gatech.edu\/news\/faculty-use-ai-protein-design-and-discovery-support-18-million-nih-grant\u0022\u003EYunan Luo to use AI for Protein Design and Discovery with Support of $1.8 Million NIH Grant\u003C\/a\u003E]\u003C\/p\u003E\u003Cp\u003EIn his \u003Ca href=\u0022https:\/\/www.nsf.gov\/awardsearch\/show-award\/?AWD_ID=2442063\u0026amp;HistoricalAwards=false\u0022\u003Eproposal to NSF\u003C\/a\u003E, Luo coined this rich-get-richer effect \u201cannotation inequality.\u201d\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EOne problem of annotation inequality is that it slows progress in disease prognosis, drug discovery, and other critical biomedical areas. It is challenging to innovate the few proteins that scientists already know so much about.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EA cascading effect of annotation inequality is that it diminishes the effectiveness of studying proteins with\u0026nbsp;AI. \u0026nbsp;\u003C\/p\u003E\u003Cp\u003EAI methods learn from existing experimental data. Datasets skewed toward well-known proteins propagate and become entrenched in models. Over time, this makes it harder for computers to research understudied proteins.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cProtein annotation inequality creates an effect analogous to a vast library where 95% of patrons only read the top 5% popular books, leaving the rest of the collection to gather dust,\u201d Luo said.\u003C\/p\u003E\u003Cp\u003E\u201cThis has resulted in knowledge disparities across proteins in current literature and databases, biasing our understanding of protein functions.\u201d\u003C\/p\u003E\u003Cp\u003EThe NSF CAREER award will fund Luo with over $770,000 for the next five years to tackle head-on the problem of protein annotation inequality.\u003C\/p\u003E\u003Cp\u003ELuo will use the grant to build an accurate, unbiased protein function prediction framework at scale. His project aims to:\u003C\/p\u003E\u003Cul\u003E\u003Cli\u003EReveal how annotation inequality affects protein function prediction systems\u003C\/li\u003E\u003Cli\u003ECreate ML techniques suited for biological data, which is often noisy, incomplete, and imbalanced \u0026nbsp;\u003C\/li\u003E\u003Cli\u003EIntegrate data and ML models into a scalable framework to accelerate discoveries involving understudied proteins\u003C\/li\u003E\u003C\/ul\u003E\u003Cp\u003EMore enduring than the ML framework, Luo will leverage the NSF award to support educational and outreach programs. His goal is to groom the next generation of researchers to study other challenges in computational biology, not just the annotation inequality problem.\u003C\/p\u003E\u003Cp\u003ELuo teaches graduate and undergraduate courses focused on computational biology and ML. Problems and methods developed through the CAREER project can be used as course material in his classes.\u003C\/p\u003E\u003Cp\u003ELuo also championed collaboration with Georgia Tech\u2019s Center for Education Integrating Science, Mathematics, and Computing (\u003Ca href=\u0022https:\/\/www.ceismc.gatech.edu\/\u0022\u003ECEISMC\u003C\/a\u003E) in his proposal.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EThrough this partnership, local high school teachers and students would gain access to his data and models. This promotes deeper learning of biology and data science through hands-on experience with real-world tools. \u0026nbsp;\u003C\/p\u003E\u003Cp\u003ELuo sees reaching students and the community as a way of paying forward the support he received from Georgia Tech colleagues.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cI am incredibly grateful for this recognition from the NSF,\u201d said Luo, an assistant professor in the \u003Ca href=\u0022https:\/\/cse.gatech.edu\/\u0022\u003ESchool of Computational Science and Engineering\u003C\/a\u003E (CSE).\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cThis would not have been possible without my students and collaborators, whose hard work laid the groundwork for this proposal.\u201d\u003C\/p\u003E\u003Cp\u003ELuo praised CSE faculty members \u003Ca href=\u0022https:\/\/faculty.cc.gatech.edu\/~badityap\/\u0022\u003EB. Aditya Prakash\u003C\/a\u003E, \u003Ca href=\u0022https:\/\/xiuweizhang.wordpress.com\/\u0022\u003EXiuwei Zhang\u003C\/a\u003E, and \u003Ca href=\u0022http:\/\/chaozhang.org\/\u0022\u003EChao Zhang\u003C\/a\u003E for their guidance. All three study \u003Ca href=\u0022https:\/\/cse.gatech.edu\/artificial-intelligence-and-machine-learning\u0022\u003Emachine learning\u003C\/a\u003E and \u003Ca href=\u0022https:\/\/cse.gatech.edu\/computational-bioscience-and-biomedicine\u0022\u003Ecomputational bioscience\u003C\/a\u003E, two of \u003Ca href=\u0022https:\/\/cse.gatech.edu\/research\u0022\u003ECSE\u2019s five core research areas\u003C\/a\u003E.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003ELuo also thanked \u003Ca href=\u0022https:\/\/faculty.cc.gatech.edu\/~hpark\/\u0022\u003EHaesun Park\u003C\/a\u003E for her support and recommendation for the CAREER award. Park is a Regents\u2019 Professor and the chair of the School of CSE.\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EProteins, including antibodies, hemoglobin, and insulin, power nearly every vital aspect of life. Breakthroughs in protein research are producing vaccines, resilient crops, bioenergy sources, and other innovative technologies.\u003C\/p\u003E\u003Cp\u003EDespite their importance, most of what scientists know about proteins only comes from a small sample size. This stands in the way of fully understanding how most proteins work and unlocking their full potential.\u003C\/p\u003E\u003Cp\u003EGeorgia Tech\u2019s \u003Ca href=\u0022https:\/\/faculty.cc.gatech.edu\/~yunan\/\u0022\u003EYunan Luo\u003C\/a\u003E believes artificial intelligence (AI) could fill this knowledge gap. The National Science Foundation agrees. Luo is the recipient of an NSF Faculty Early Career Development (\u003Ca href=\u0022https:\/\/www.nsf.gov\/funding\/opportunities\/career-faculty-early-career-development-program\u0022\u003ECAREER\u003C\/a\u003E) award.\u0026nbsp;\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Yunan Luo is the recipient of an NSF Faculty Early Career Development (CAREER) award to use artificial intelligence to solve the protein annotation inequality problem."}],"uid":"36319","created_gmt":"2025-12-10 16:57:22","changed_gmt":"2026-01-09 13:37:31","author":"Bryant Wine","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2025-12-10T00:00:00-05:00","iso_date":"2025-12-10T00:00:00-05:00","tz":"America\/New_York"},"extras":[],"hg_media":{"678817":{"id":"678817","type":"image","title":"Yunan-Luo-NSF-CAREER_1.jpg","body":null,"created":"1765385865","gmt_created":"2025-12-10 16:57:45","changed":"1765385865","gmt_changed":"2025-12-10 16:57:45","alt":"Yunan Luo NSF CAREER Award","file":{"fid":"262902","name":"Yunan-Luo-NSF-CAREER_1.jpg","image_path":"\/sites\/default\/files\/2025\/12\/10\/Yunan-Luo-NSF-CAREER_1.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2025\/12\/10\/Yunan-Luo-NSF-CAREER_1.jpg","mime":"image\/jpeg","size":108350,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2025\/12\/10\/Yunan-Luo-NSF-CAREER_1.jpg?itok=j83dW4Sn"}},"678818":{"id":"678818","type":"image","title":"Yunan-Luo-NSF-CAREER_2.jpg","body":null,"created":"1765385967","gmt_created":"2025-12-10 16:59:27","changed":"1765385967","gmt_changed":"2025-12-10 16:59:27","alt":"Yunan Luo NSF CAREER Award","file":{"fid":"262903","name":"Yunan-Luo-NSF-CAREER_2.jpg","image_path":"\/sites\/default\/files\/2025\/12\/10\/Yunan-Luo-NSF-CAREER_2.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2025\/12\/10\/Yunan-Luo-NSF-CAREER_2.jpg","mime":"image\/jpeg","size":100260,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2025\/12\/10\/Yunan-Luo-NSF-CAREER_2.jpg?itok=CShGR6nJ"}}},"media_ids":["678817","678818"],"related_links":[{"url":"https:\/\/www.cc.gatech.edu\/news\/nsf-grant-funds-protein-research-drug-discovery-and-personalized-medicine","title":"NSF Grant Funds Protein Research for Drug Discovery and Personalized Medicine"}],"groups":[{"id":"47223","name":"College of Computing"},{"id":"1188","name":"Research Horizons"},{"id":"50877","name":"School of Computational Science and Engineering"}],"categories":[{"id":"194606","name":"Artificial Intelligence"},{"id":"138","name":"Biotechnology, Health, Bioengineering, Genetics"},{"id":"153","name":"Computer Science\/Information Technology and Security"},{"id":"146","name":"Life Sciences and Biology"},{"id":"135","name":"Research"}],"keywords":[{"id":"654","name":"College of Computing"},{"id":"166983","name":"School of Computational Science and Engineering"},{"id":"9153","name":"Research Horizons"},{"id":"187915","name":"go-researchnews"},{"id":"10199","name":"Daily Digest"},{"id":"181991","name":"Georgia Tech News Center"},{"id":"9167","name":"machine learning"},{"id":"187812","name":"artificial intelligence (AI)"},{"id":"2556","name":"artificial intelligence"},{"id":"362","name":"National Science Foundation"},{"id":"191934","name":"National Science Foundation (NSF)"},{"id":"170447","name":"Institute for Data Engineering and Science"},{"id":"176858","name":"machine learning center"},{"id":"173894","name":"ML@GT"}],"core_research_areas":[{"id":"193655","name":"Artificial Intelligence at Georgia Tech"},{"id":"39441","name":"Bioengineering and Bioscience"},{"id":"39431","name":"Data Engineering and Science"}],"news_room_topics":[{"id":"71871","name":"Campus and Community"}],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003EBryant Wine, Communications Officer\u003Cbr\u003E\u003Ca href=\u0022mailto:bryant.wine@cc.gatech.edu\u0022\u003Ebryant.wine@cc.gatech.edu\u003C\/a\u003E\u003C\/p\u003E","format":"limited_html"}],"email":[],"slides":[],"orientation":[],"userdata":""}},"686984":{"#nid":"686984","#data":{"type":"news","title":"Community and Collaboration Shape the Class of 2025","body":[{"value":"\u003Cp\u003EJust as it takes a village to raise a child, it takes a community of faculty, mentors, research collaborators, and staff to raise a Georgia Tech graduate.\u003C\/p\u003E\u003Cp\u003EThe Yellow Jacket community swarmed campus for the final time of the fall semester to celebrate Commencement ceremonies held Dec. 11 to 13. Graduates from the School of Computational Science and Engineering (CSE) were among the 7,177 new alumni \u201cgetting out\u201d of Tech. \u0026nbsp; \u0026nbsp;\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cWe are immensely proud of School of CSE and CSE programs graduates in the Class of 2025,\u201d said Haesun Park, Regents\u2019 Professor and Chair of the School of CSE.\u003C\/p\u003E\u003Cp\u003E\u201cOur collaborative approach to CSE education has prepared these graduates to attain roles in academia, national labs, industry, government, and beyond, where they will lead the next generation of interdisciplinary research.\u201d\u003C\/p\u003E\u003Cp\u003EAlong with administering its flagship CSE Ph.D. and M.S. CSE programs, the School of CSE offers doctoral degrees in computer science and machine learning. Ph.D. graduates who received their diplomas and doctoral hoods on Dec. 11 at McCamish Pavilion included:\u003C\/p\u003E\u003Cul\u003E\u003Cli\u003E\u003Ca href=\u0022https:\/\/www.linkedin.com\/in\/grantbruer\u0022\u003EGrant Bruer\u003C\/a\u003E (Ph.D. CSE-CSE 2025), advised by School of CSE Professor and Associate Chair Edmond Chow\u003C\/li\u003E\u003Cli\u003E\u003Ca href=\u0022https:\/\/www.jinchoi.xyz\/\u0022\u003EDongjin Choi\u003C\/a\u003E (Ph.D. CSE-CSE 2025), advised by School of CSE Regents\u2019 Professor and Chair Haesun Park\u003C\/li\u003E\u003Cli\u003E\u003Ca href=\u0022https:\/\/ae.gatech.edu\/event\/2023\/06\/27\/phd-proposal-hyungu-choi\u0022\u003EHyungu Choi\u003C\/a\u003E (Ph.D. CSE-AE 2025), advised by Daniel Guggenheim School of Aerospace Engineering Regents\u2019 Professor Dimitri Mavris\u003C\/li\u003E\u003Cli\u003E\u003Cstrong\u003EMaxfield Comstock\u003C\/strong\u003E (Ph.D. CSE-CSE 2025), advised by Elizabeth Cherry, College of Computing Associate Dean for Graduate Education and School of CSE Associate Professor\u003C\/li\u003E\u003Cli\u003E\u003Ca href=\u0022https:\/\/dilab.gatech.edu\/andrew-hornback\/\u0022\u003EAndrew Hornback\u003C\/a\u003E (Ph.D. CS-CSE 2025), co-advised by School of CSE Assistant Professor Yunan Luo and Wallace H. Coulter Department of Biomedical Engineering Professor May Wang\u003C\/li\u003E\u003Cli\u003E\u003Ca href=\u0022https:\/\/grad.gatech.edu\/events\/phd-defense-ayush-jain\u0022\u003EAyush Jain\u003C\/a\u003E (Ph.D. CSE-MSE 2025), advised by School of Materials Science and Engineering Regents\u2019 Entrepreneur and Professor Rampi Ramprasad\u003C\/li\u003E\u003Cli\u003E\u003Ca href=\u0022https:\/\/www.linkedin.com\/in\/anurendk\/\u0022\u003EAnurendra Kumar\u003C\/a\u003E (Ph.D. CS-CSE 2025), co-advised by School of CSE J.Z. Liang Early Career Associate Professor Xiuwei Zhang and Wallace H. Coulter Department of Biomedical Engineering Professor Saurabh Sinha\u003C\/li\u003E\u003Cli\u003E\u003Ca href=\u0022https:\/\/jxie1997.github.io\/\u0022\u003EJiajia Xie\u003C\/a\u003E (Ph.D. CSE-BME 2025), advised by Wallace H. Coulter Department of Biomedical Engineering Associate Professor Cassie Mitchell\u003C\/li\u003E\u003Cli\u003E\u003Ca href=\u0022https:\/\/night-chen.github.io\/\u0022\u003EYuchen Zhuang\u003C\/a\u003E (Ph.D. ML-CSE 2025), advised by School of CSE Edenfield Early Career Associate Professor Chao Zhang\u003C\/li\u003E\u003Cli\u003E\u003Ca href=\u0022https:\/\/peterzzq.github.io\/\u0022\u003EZiqi Zhang\u003C\/a\u003E (Ph.D. CSE-CSE 2025), advised by School of CSE J.Z. Liang Early Career Associate Professor Xiuwei Zhang\u003C\/li\u003E\u003C\/ul\u003E\u003Cp\u003ESeven CSE Ph.D. students completed M.S. degrees this fall and will continue their studies at Georgia Tech. They are:\u003C\/p\u003E\u003Cul\u003E\u003Cli\u003E\u003Ca href=\u0022https:\/\/www.linkedin.com\/in\/jesusarias9\/\u0022\u003EJesus Arias\u003C\/a\u003E (M.S. CSE-CSE 2025), advised by School of CSE Assistant Professor Spencer Bryngelson\u003C\/li\u003E\u003Cli\u003E\u003Ca href=\u0022https:\/\/www.linkedin.com\/in\/isabel-berry\/\u0022\u003EIsabel Berry\u003C\/a\u003E (M.S. CSE-CHEM 2025), advised by Regents\u2019 Professor C. David Sherrill, who is jointly appointed with the School of Chemistry and Biochemistry and the School of CSE\u003C\/li\u003E\u003Cli\u003E\u003Ca href=\u0022https:\/\/maxhawkins.info\/\u0022\u003EMax Hawkins\u003C\/a\u003E (M.S. CSE-CSE 2025), co-advised by School of CSE Professor Rich Vuduc and Assistant Professor Spencer Bryngelson\u003C\/li\u003E\u003Cli\u003E\u003Ca href=\u0022https:\/\/www.linkedin.com\/in\/xiao-jing-738641a3\/\u0022\u003EXiao Jing\u003C\/a\u003E (M.S. CSE-AE 2025), advised by Daniel Guggenheim School of Aerospace Engineering Regents\u2019 Professor Dimitri Mavris\u003C\/li\u003E\u003Cli\u003E\u003Ca href=\u0022https:\/\/haoyunli.wordpress.com\/\u0022\u003EHaoyun Li\u003C\/a\u003E (M.S. CSE-CSE 2025), advised by Professor Felix Herrmann, who is jointly appointed with the Schools of Earth and Atmospheric Sciences, Electrical and Computer Engineering, and CSE\u003C\/li\u003E\u003Cli\u003E\u003Ca href=\u0022https:\/\/www.linkedin.com\/in\/yuan-qiu-a47404227\/\u0022\u003EYuan Qiu\u003C\/a\u003E (M.S. CSE-CSE 2025), advised by School of CSE Assistant Professor Peng Chen\u003C\/li\u003E\u003Cli\u003E\u003Ca href=\u0022https:\/\/www.linkedin.com\/in\/william-schertzer\/\u0022\u003EWilliam Schertzer\u003C\/a\u003E (M.S. CSE-MSE 2025), advised by School of Materials Science and Engineering Regents\u2019 Entrepreneur and Professor Rampi Ramprasad\u003C\/li\u003E\u003C\/ul\u003E\u003Cp\u003EGeorgia Tech\u2019s CSE graduate program includes 12 schools and departments participating as home units. These home units represent the colleges of Computing, Engineering, and Sciences. This approach facilitates an immersive, interdisciplinary experience in which students study computational approaches within domain fields.\u003C\/p\u003E\u003Cp\u003EGeorgia Tech jointly celebrated master\u2019s graduates at a ceremony on Dec. 13 at Bobby Dodd Stadium. After the Institute celebration, graduates were recognized during ceremonies held by their respective colleges.\u003C\/p\u003E\u003Cp\u003EMawutor Kofi Amanfu (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003ESunyoung An (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003ENischal Bandi (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EElijah Bellamy (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EMeiwen Bi (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EHao-Cheng Chang (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003ETianyu Chen (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EYilong Chen (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EZhiyu Chen (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003ESeung Eun Choi (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EVinodhini Comandur (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EZhiyi Dai (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EAlejandro Danies-Lopez (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EZixing Fan (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EStefan Faulkner (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EMihiri Fernando (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EAlexandra Freeman (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EYuhan Fu (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EJack Ganem (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EOmar Atef Garib (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EMartin Graffigna (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EBochun Guo (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EMoyi Guo (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EXinyu Guo (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EYuqi Han (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003ETianyang Hu (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EMingzheng Huang (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EPo-Han Huang (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EWentao Jiang (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EBoxiao Jin (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EWilliam-Michael Johnson (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EGaryoung Lee (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003ETzu Jung Lee (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003ECongyan Li (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EPeiru Li (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EYuhan Li (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EZhiyun Liang (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EYuexi Liao (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EChenyu Liu (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EHonglin Liu (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EShuojiang Liu (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EXuanzhang Liu (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EYue Lu (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EFang Lunt (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EJinrui Ma (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EYu Miao (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EHui-Chun Mo (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EPrajwal Kumar (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EKavya Krishnan (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EFelicity Nielson (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EJonathan Perng (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EYinzhu Quan (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EDevanshi Shah (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EYuxuan Shen (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003ESteven Stewart (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003ELinjun Su (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EJingyun Sun (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EAbdul Rehman Tariq (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EYu Chu Tsai (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EXunzhi Wen (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EJinghua Weng (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EAndi Xia (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EZihao Xiao (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EYunxiang Yan (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EZiyuan Ye (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003ELinyuan Yu (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EBingqing Zhang (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003ETiankuo Zhang (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EYu Zheng (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EBoye Zhou (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EXinjie Zhu (M.S. CSE 2025)\u003C\/p\u003E\u003Cp\u003EZilu Zhu (M.S. CSE 2025)\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EJust as it takes a village to raise a child, it takes a community of faculty, mentors, research collaborators, and staff to raise a Georgia Tech graduate.\u003C\/p\u003E\u003Cp\u003EThe Yellow Jacket community swarmed campus for the final time of the fall semester to celebrate Commencement ceremonies held Dec. 11 to 13. Graduates from the School of Computational Science and Engineering (CSE) were among the 7,177 new alumni \u201cgetting out\u201d of Tech. \u0026nbsp; \u0026nbsp;\u0026nbsp;\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"The Yellow Jacket community swarmed campus for the final time of the fall semester to celebrate Commencement ceremonies held Dec. 11 to 13. Graduates from the School of Computational Science and Engineering (CSE) were among the 7,177 new alumni \u201cgetting o"}],"uid":"36319","created_gmt":"2025-12-18 14:56:42","changed_gmt":"2025-12-18 14:57:35","author":"Bryant Wine","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2025-12-18T00:00:00-05:00","iso_date":"2025-12-18T00:00:00-05:00","tz":"America\/New_York"},"extras":[],"hg_media":{"678889":{"id":"678889","type":"image","title":"Fall-2025-Masters-Commencement.jpg","body":null,"created":"1766069812","gmt_created":"2025-12-18 14:56:52","changed":"1766069812","gmt_changed":"2025-12-18 14:56:52","alt":"Fall 2025 College of Computing Masters Commencement","file":{"fid":"262979","name":"Fall-2025-Masters-Commencement.jpg","image_path":"\/sites\/default\/files\/2025\/12\/18\/Fall-2025-Masters-Commencement.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2025\/12\/18\/Fall-2025-Masters-Commencement.jpg","mime":"image\/jpeg","size":105246,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2025\/12\/18\/Fall-2025-Masters-Commencement.jpg?itok=pWTczKbt"}}},"media_ids":["678889"],"related_links":[{"url":"https:\/\/www.cc.gatech.edu\/news\/community-and-collaboration-shape-class-2025","title":"Community and Collaboration Shape the Class of 2025"}],"groups":[{"id":"47223","name":"College of Computing"},{"id":"50877","name":"School of Computational Science and Engineering"}],"categories":[{"id":"130","name":"Alumni"},{"id":"42901","name":"Community"},{"id":"153","name":"Computer Science\/Information Technology and Security"},{"id":"129","name":"Institute and Campus"}],"keywords":[{"id":"654","name":"College of Computing"},{"id":"166983","name":"School of Computational Science and Engineering"}],"core_research_areas":[{"id":"39431","name":"Data Engineering and Science"}],"news_room_topics":[],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003EBryant Wine, Communications Officer\u003Cbr\u003E\u003Ca href=\u0022mailto:bryant.wine@cc.gatech.edu\u0022\u003Ebryant.wine@cc.gatech.edu\u003C\/a\u003E\u003C\/p\u003E","format":"limited_html"}],"email":[],"slides":[],"orientation":[],"userdata":""}},"686905":{"#nid":"686905","#data":{"type":"news","title":"Georgia Tech Researchers Make Waves at the World\u2019s Largest Neuroscience Conference","body":[{"value":"\u003Cdiv\u003E\u003Cp\u003EImagine stepping into a space the size of multiple football fields \u2014 only instead of turf and goalposts, it\u2019s filled with science. Every inch is alive with posters, equipment demos, and researchers sharing the latest breakthroughs.\u0026nbsp;\u0026nbsp;\u003C\/p\u003E\u003C\/div\u003E\u003Cdiv\u003E\u003Cp\u003EWelcome to the Society for Neuroscience (SfN) Conference, one of the largest scientific gatherings in the world, drawing more than 30,000 attendees to San Diego in November. According to \u003Ca href=\u0022https:\/\/neuro.gatech.edu\/user\/1105\u0022 rel=\u0022noreferrer noopener\u0022 target=\u0022_blank\u0022\u003EAnnabelle Singer\u003C\/a\u003E, it is \u003Cem\u003Ethe\u003C\/em\u003E place to be for neuroscientists. \u201cIf you want to know what is going on now in neuroscience, it is being talked about at SfN.\u201d\u0026nbsp;\u003C\/p\u003E\u003C\/div\u003E\u003Cdiv\u003E\u003Cp\u003ESinger is a McCamish Foundation Early Career Professor in the Wallace H. \u003Ca href=\u0022https:\/\/bme.gatech.edu\/\u0022 rel=\u0022noreferrer noopener\u0022 target=\u0022_blank\u0022\u003ECoulter Department of Biomedical Engineering\u003C\/a\u003E (BME) at Georgia Tech and Emory University. A frequent SfN attendee, she describes the meeting as \u201cDragon Con for neuroscience, with thousands of talks and posters going on simultaneously.\u201d\u0026nbsp;\u003C\/p\u003E\u003C\/div\u003E\u003Cdiv\u003E\u003Cp\u003EThis year, Georgia Tech didn\u2019t just show up \u2014 it made a statement with more than \u003Ca href=\u0022https:\/\/public.tableau.com\/views\/Neuroscience2025\/main?:showVizHome=no\u0022 rel=\u0022noreferrer noopener\u0022 target=\u0022_blank\u0022\u003E60 presentations\u003C\/a\u003E, a major outreach award, and a spotlight press conference.\u0026nbsp;\u003C\/p\u003E\u003C\/div\u003E\u003Cdiv\u003E\u003Cp\u003E\u201cSeeing Georgia Tech and INNS represented so strongly at SfN is exciting,\u201d says \u003Ca href=\u0022https:\/\/ece.gatech.edu\/directory\/christopher-john-rozell\u0022 rel=\u0022noreferrer noopener\u0022 target=\u0022_blank\u0022\u003EChris Rozell\u003C\/a\u003E, executive director of Tech\u2019s \u003Ca href=\u0022https:\/\/neuro.gatech.edu\/\u0022 rel=\u0022noreferrer noopener\u0022 target=\u0022_blank\u0022\u003EInstitute for Neuroscience, Neurotechnology, and Society\u003C\/a\u003E (INNS). \u201cIt reflects the incredible breadth of neuroscience and neurotechnology research happening across our campus and how our work is shaping conversations at the highest level.\u201d\u0026nbsp;\u003C\/p\u003E\u003C\/div\u003E\u003Cdiv\u003E\u003Ch3\u003E\u003Cstrong\u003EInside \u2018Neuroscience Dragon Con\u2019\u003C\/strong\u003E\u0026nbsp;\u003C\/h3\u003E\u003C\/div\u003E\u003Cdiv\u003E\u003Cp\u003EMany conferences center around structured lectures, but at SfN, posters are the heart. You might find a senior researcher presenting groundbreaking findings right next to a first-time attendee sharing early results. This diversity is what makes the experience so valuable, says Singer. \u201cTrainees get to talk directly with the scientist doing the work to get their questions answered, from wondering about future implications to clarifying technical details.\u201d\u0026nbsp;\u003C\/p\u003E\u003C\/div\u003E\u003Cdiv\u003E\u003Cp\u003EThe scale of SfN can feel overwhelming, but for many, that\u2019s part of the excitement. \u201cThere are so many different posters from so many different fields. It\u2019s a lot to absorb, but it\u2019s all very interesting,\u201d said Benjamin Magondu, a biomedical engineering Ph.D. student presenting for the first time. \u201cI\u2019ve definitely learned at least 47 things by just walking 10 feet.\u201d\u0026nbsp;\u003C\/p\u003E\u003C\/div\u003E\u003Cdiv\u003E\u003Cp\u003EFor students like Magondu, the experience is critical, says \u003Ca href=\u0022https:\/\/biosciences.gatech.edu\/\u0022 rel=\u0022noreferrer noopener\u0022 target=\u0022_blank\u0022\u003EBiological Sciences\u003C\/a\u003E Assistant Professor \u003Ca href=\u0022https:\/\/biosciences.gatech.edu\/people\/farzaneh-najafi\u0022 rel=\u0022noreferrer noopener\u0022 target=\u0022_blank\u0022\u003EFarzaneh Najafi\u003C\/a\u003E. \u201cSfN has such a big scope, all the way from molecular to cognitive and computational systems. Especially for those deciding which direction of neuroscience they want to go into, it\u2019s invaluable.\u201d\u0026nbsp;\u003C\/p\u003E\u003C\/div\u003E\u003Cdiv\u003E\u003Cp\u003EThat breadth also fosters connections across disciplines. \u201cConferences are usually pretty niche,\u201d noted Tina Franklin, a research scientist in BME. \u201cYou have your own field that you\u2019re really good at, but it\u2019s difficult to venture out and find new people who can help you figure out what comes next. This conference brings people from all different fields together with the common interest of neuroscience and brain research.\u201d\u0026nbsp;\u003C\/p\u003E\u003C\/div\u003E\u003Cdiv\u003E\u003Ch3\u003E\u003Cstrong\u003ELeading the Charge\u003C\/strong\u003E\u0026nbsp;\u003C\/h3\u003E\u003C\/div\u003E\u003Cdiv\u003E\u003Cp\u003EGeorgia Tech\u2019s impact went beyond the conference floor. \u003Ca href=\u0022https:\/\/research.gatech.edu\/people\/ming-fai-fong\u0022 rel=\u0022noreferrer noopener\u0022 target=\u0022_blank\u0022\u003EMing-fai Fong\u003C\/a\u003E, an assistant professor in BME, received the prestigious Next Generation Award, one of SfN\u2019s \u003Ca href=\u0022https:\/\/www.sfn.org\/publications\/latest-news\/2025\/11\/03\/society-for-neuroscience-2025-education-and-outreach-awards\u0022 rel=\u0022noreferrer noopener\u0022 target=\u0022_blank\u0022\u003Eeducation and outreach awards\u003C\/a\u003E. The honor recognizes members who make outstanding contributions to public communication and education about neuroscience.\u0026nbsp;\u0026nbsp;\u003C\/p\u003E\u003C\/div\u003E\u003Cdiv\u003E\u003Cp\u003E\u201cI\u2019m certainly very grateful to the Society for Neuroscience for recognizing these types of contributions,\u201d says Fong, who was recognized for her work supporting blind and visually impaired youth in Atlanta. \u201cRewarding outreach efforts reinforces my core belief that scientists and engineers can make an immediate impact on communities we care about through outreach. It\u2019s a great parallel avenue to making a positive impact through research.\u201d\u0026nbsp;\u003C\/p\u003E\u003C\/div\u003E\u003Cdiv\u003E\u003Cp\u003EBuilding on this recognition, Georgia Tech was in the spotlight during one of SfN\u2019s selective press conferences \u2014 a session on \u003Ca href=\u0022https:\/\/www.the-scientist.com\/ai-tools-unravel-thoughts-actions-and-neuronal-makeup-73779\u0022 rel=\u0022noreferrer noopener\u0022 target=\u0022_blank\u0022\u003Eartificial intelligence in neuroscience\u003C\/a\u003E moderated by Rozell, who is also the Julian T. Hightower Chair in the \u003Ca href=\u0022https:\/\/ece.gatech.edu\/\u0022 rel=\u0022noreferrer noopener\u0022 target=\u0022_blank\u0022\u003ESchool of Electrical and Computer Engineering\u003C\/a\u003E.\u0026nbsp;\u003C\/p\u003E\u003C\/div\u003E\u003Cdiv\u003E\u003Cp\u003EDuring the SfN press event, \u003Ca href=\u0022https:\/\/med.emory.edu\/directory\/profile\/?u=TKESAR\u0022 rel=\u0022noreferrer noopener\u0022 target=\u0022_blank\u0022\u003ETrisha Kesar,\u003C\/a\u003E an associate professor in BME and adjunct faculty in the School of Biological Sciences, presented her research using AI to improve gait rehabilitation. Her work was among just 40 abstracts selected from more than 10,000 submissions for this honor, and one of five abstracts selected for the AI in neuroscience press conference. The project is a collaboration with \u003Ca href=\u0022https:\/\/bme.gatech.edu\/bio\/hyeokhyen-kwon\u0022 rel=\u0022noreferrer noopener\u0022 target=\u0022_blank\u0022\u003EHyeok Kwon\u003C\/a\u003E, a Georgia Tech computer science alumnus and an assistant professor in BME.\u0026nbsp;\u003C\/p\u003E\u003C\/div\u003E\u003Cdiv\u003E\u003Cp\u003E\u201cIt\u2019s exciting to see Georgia Tech and Atlanta emerging as hubs for neuroscience innovation,\u201d said Kesar. \u201cBeing part of a press conference on AI in neuroscience shows how much our community is contributing to the future of brain research, and how collaboration across institutions can accelerate progress.\u201d\u0026nbsp;\u003C\/p\u003E\u003C\/div\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EWith more than 60 presentations and recognition for neuroscience outreach and AI research, Georgia Tech demonstrated its growing impact at the 2025 Society for Neuroscience\u2019s annual meeting.\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"With more than 60 presentations and recognition for neuroscience outreach and AI research, Georgia Tech demonstrated its growing impact at the 2025 Society for Neuroscience\u2019s annual meeting."}],"uid":"35575","created_gmt":"2025-12-16 16:25:18","changed_gmt":"2025-12-16 20:34:06","author":"adavidson38","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2025-12-16T00:00:00-05:00","iso_date":"2025-12-16T00:00:00-05:00","tz":"America\/New_York"},"extras":[],"hg_media":{"678854":{"id":"678854","type":"image","title":"1763342998142_viaSfN.jpeg","body":"\u003Cp\u003EAffectionally called \u0022DragonCon for neuroscience,\u0022 the annual Society for Neuroscience meeting is one of the largest academic conferences in the world.\u003C\/p\u003E","created":"1765903757","gmt_created":"2025-12-16 16:49:17","changed":"1765903757","gmt_changed":"2025-12-16 16:49:17","alt":"Affectionally called \u0022DragonCon for neuroscience,\u0022 the annual Society for Neuroscience meeting is one of the largest academic conferences in the world.","file":{"fid":"262944","name":"1763342998142_viaSfN.jpeg","image_path":"\/sites\/default\/files\/2025\/12\/16\/1763342998142_viaSfN.jpeg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2025\/12\/16\/1763342998142_viaSfN.jpeg","mime":"image\/jpeg","size":161836,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2025\/12\/16\/1763342998142_viaSfN.jpeg?itok=0fC9aJqn"}},"678856":{"id":"678856","type":"image","title":"IMG_6535-2.png","body":"\u003Cp\u003EBenjamin Magondu, a graduate student in biomedical engineering, presented at SfN for the first time this year.\u003C\/p\u003E","created":"1765903975","gmt_created":"2025-12-16 16:52:55","changed":"1765903975","gmt_changed":"2025-12-16 16:52:55","alt":"Benjamin Magondu, a graduate student in biomedical engineering, presented at SfN for the first time this year.","file":{"fid":"262946","name":"IMG_6535-2.png","image_path":"\/sites\/default\/files\/2025\/12\/16\/IMG_6535-2.png","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2025\/12\/16\/IMG_6535-2.png","mime":"image\/png","size":16053615,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2025\/12\/16\/IMG_6535-2.png?itok=RqMzz6kC"}},"678855":{"id":"678855","type":"image","title":"IMG_6838.png","body":"\u003Cp\u003EWith hundreds of presentations happening simultaneously, the poster floor can be overwhelming at SfN \u2014 but for many, that\u0027s part of the draw.\u003C\/p\u003E","created":"1765903880","gmt_created":"2025-12-16 16:51:20","changed":"1765903880","gmt_changed":"2025-12-16 16:51:20","alt":"With hundreds of presentations happening simultaneously, the poster floor can be overwhelming at SfN \u2014 but for many, that\u0027s part of the draw.","file":{"fid":"262945","name":"IMG_6838.png","image_path":"\/sites\/default\/files\/2025\/12\/16\/IMG_6838.png","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2025\/12\/16\/IMG_6838.png","mime":"image\/png","size":10484632,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2025\/12\/16\/IMG_6838.png?itok=5jvPd7_3"}},"678857":{"id":"678857","type":"image","title":"IMG_6748-2.png","body":"\u003Cp\u003ETrisha Kesar answers a question during the SfN press conference on AI in neuroscience, moderated by Chris Rozell.\u003C\/p\u003E","created":"1765904071","gmt_created":"2025-12-16 16:54:31","changed":"1765904071","gmt_changed":"2025-12-16 16:54:31","alt":"Trisha Kesar answers a question during the SfN press conference on AI in neuroscience, moderated by Chris Rozell.","file":{"fid":"262947","name":"IMG_6748-2.png","image_path":"\/sites\/default\/files\/2025\/12\/16\/IMG_6748-2.png","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2025\/12\/16\/IMG_6748-2.png","mime":"image\/png","size":10935175,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2025\/12\/16\/IMG_6748-2.png?itok=dFEAz4Je"}}},"media_ids":["678854","678856","678855","678857"],"related_links":[{"url":"https:\/\/neuro.gatech.edu\/georgia-tech-uses-computing-and-engineering-methods-shift-neuroscience-paradigms","title":"Georgia Tech Uses Computing and Engineering Methods to Shift Neuroscience Paradigms"},{"url":"https:\/\/www.the-scientist.com\/ai-tools-unravel-thoughts-actions-and-neuronal-makeup-73779","title":"Inside the SfN Press Conference: AI Tools Unravel Thoughts, Actions, and Neuronal Makeup"},{"url":"https:\/\/neuro.gatech.edu\/head-toe-georgia-tech-researchers-treat-entire-human-body-through-neuroscience-research","title":"Head to Toe: Georgia Tech Researchers Treat the Entire Human Body Through Neuroscience Research"},{"url":"https:\/\/www.flickr.com\/photos\/202927865@N06\/albums\/72177720330951882\/","title":"Georgia Tech at SfN in Photos"}],"groups":[{"id":"1278","name":"College of Sciences"},{"id":"66220","name":"Neuro"},{"id":"1292","name":"Parker H. Petit Institute for Bioengineering and Bioscience (IBB)"},{"id":"1188","name":"Research Horizons"},{"id":"1275","name":"School of Biological Sciences"},{"id":"443951","name":"School of Psychology"}],"categories":[{"id":"194606","name":"Artificial Intelligence"},{"id":"138","name":"Biotechnology, Health, Bioengineering, Genetics"},{"id":"153","name":"Computer Science\/Information Technology and Security"},{"id":"146","name":"Life Sciences and Biology"},{"id":"135","name":"Research"}],"keywords":[{"id":"172970","name":"go-neuro"},{"id":"187423","name":"go-bio"},{"id":"187915","name":"go-researchnews"}],"core_research_areas":[{"id":"39441","name":"Bioengineering and Bioscience"},{"id":"193656","name":"Neuro Next Initiative"}],"news_room_topics":[],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003E\u003Cstrong\u003EWriter and media contact:\u003C\/strong\u003E\u003Cbr\u003E\u003Ca href=\u0022mailto:audra.davidson@research.gatech.edu\u0022\u003EAudra Davidson\u003C\/a\u003E\u003Cbr\u003EResearch Communications Manager\u003Cbr\u003EInstitute for Neuroscience, Neurotechnology, and Society (INNS)\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003EPresenter Dashboard:\u003C\/strong\u003E\u003Cbr\u003ECreated by \u003Ca href=\u0022mailto:jpreston7@gatech.edu\u0022\u003EJoshua Preston\u003C\/a\u003E, Communications Manager, College of Computing\u003Cbr\u003EData collection by Audra Davidson, Hunter Ashcraft\u003C\/p\u003E","format":"limited_html"}],"email":["audra.davidson@research.gatech.edu"],"slides":[],"orientation":[],"userdata":""}},"686652":{"#nid":"686652","#data":{"type":"news","title":"Record-Breaking Simulation Boosts Rocket Science and Supercomputing to New Limits","body":[{"value":"\u003Cp\u003ESpaceflight is becoming safer, more frequent, and more sustainable thanks to the largest computational fluid flow simulation ever ran on Earth.\u003C\/p\u003E\u003Cp\u003EInspired by SpaceX\u2019s Super Heavy booster, a team led by Georgia Tech\u2019s\u0026nbsp;\u003Ca href=\u0022https:\/\/comp-physics.group\/\u0022\u003E\u003Cstrong\u003ESpencer Bryngelson\u003C\/strong\u003E\u003C\/a\u003E and New York University\u2019s \u003Cstrong\u003EFlorian Sch\u00e4fer\u003C\/strong\u003E modeled the turbulent interactions of a 33-engine rocket. Their experiment set new records, running the largest ever fluid dynamics simulation by a factor of 20 and the fastest by over a factor of four.\u003C\/p\u003E\u003Cp\u003EThe team ran its custom software on the world\u2019s two fastest supercomputers, as well as the eighth fastest, to construct such a massive model.\u003C\/p\u003E\u003Cp\u003EApplications from the simulation reach beyond rocket science. The same computing methods can model fluid mechanics in aerospace, medicine, energy, and other fields. At the same time, the work advances understanding of the current limits and future potential of computing.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EThe team finished as runners-up for the 2025 Gordon Bell Prize for its impactful, multi-domain research. Referred to as the Nobel Prize of supercomputing, the award was presented at the world\u2019s top conference for high-performance computing (HPC) research.\u003C\/p\u003E\u003Cp\u003E\u201cFluid dynamics problems of this style, with shocks, turbulence, different interacting fluids, and so on, are a scientific mainstay that marshals our largest supercomputers,\u201d said Bryngelson, an assistant professor with the School of Computational Science and Engineering (CSE).\u003C\/p\u003E\u003Cp\u003E\u201cLarger and faster simulations that enable solutions to long-standing scientific problems, like the rocket propulsion problem, are always needed. With our work, perhaps we took a big dent out of that issue.\u201d\u003C\/p\u003E\u003Cp\u003EThe Super Heavy booster reflects the space industry\u2019s move toward reusable multi-engine first-stage rockets that are easier to transport and more economical overall.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EHowever, this shift creates research and testing challenges for new designs.\u003C\/p\u003E\u003Cp\u003EEach of Super Heavy\u2019s 33 thrusters expels propellant at ten times the speed of sound. As individual engines reach extreme temperatures, pressures, and densities, their combined interactions with the airframe make such violent physics even more unpredictable.\u003C\/p\u003E\u003Cp\u003EFrequent physical experiments would be expensive and risky, so scientists rely on computer models to supplement the engineering process.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EBryngelson\u2019s flagship\u0026nbsp;\u003Ca href=\u0022https:\/\/mflowcode.github.io\/\u0022\u003EMulticomponent Flow Code (MFC)\u003C\/a\u003E software anchored the experiment. MFC is an open-source computer program that simulates fluid dynamic models. Bryngelson\u2019s lab has been modifying MFC since 2022 to run on more powerful computers and solve larger problems.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EIn computing terms, this MFC-enhanced model simulated fluid flow resolution at 200 trillion grid points and one quadrillion degrees of freedom. These metrics exceeded previous record-setting benchmarks that tallied 10 trillion and 30 trillion grid points.\u003C\/p\u003E\u003Cp\u003EThis means MFC simulations provide greater detail and capture smaller-scale features than previous approaches. The rocket simulation also ran four times faster and achieved 5.7 times the energy efficiency of comparable methods.\u0026nbsp; \u0026nbsp;\u003C\/p\u003E\u003Cp\u003EIntegrating\u0026nbsp;\u003Ca href=\u0022https:\/\/arxiv.org\/abs\/2505.07392\u0022\u003Einformation geometric regularization (IGR)\u003C\/a\u003E into MFC played a key role in attaining these results. This new approach improved the simulation\u2019s computational efficiency and overcame the challenge of shock dynamics.\u003C\/p\u003E\u003Cp\u003EIn fluid mechanics, shock waves occur when objects move faster than the speed of sound. Along with hampering the performance of airframes and propulsion systems, shocks have historically been difficult to simulate.\u003C\/p\u003E\u003Cp\u003EComputational scientists have used empirical models based on artificial viscosity to account for shocks. Although these approaches mimic the physical effects of shock waves at the microscopic scale, they struggle to effectively capture the large-scale features of the flow.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EInformation geometry uses curved spaces to study concepts of statistics and information. IGR uses these tools to modify the underlying geometry in fluid dynamics equations. When traveling in the modified geometry, fluid in the model preserves the shocks in a more natural way.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cWhen regularizing shocks to much larger scales relevant in these numerical simulations, conventional methods smear out important fine-scale details,\u201d said Sch\u00e4fer, an assistant professor at NYU\u2019s Courant Institute of Mathematical Sciences.\u003C\/p\u003E\u003Cp\u003E\u201cIGR introduces ideas from abstract math to CFD that allow creating modified paths that approach the singularity without ever reaching it. In the resulting fluid flow, shocks never become too spiky in simulations, but the fine-scale details do not smear out either.\u201d\u0026nbsp;\u003C\/p\u003E\u003Cp\u003ESimulating a model this large required the Georgia Tech researchers to run MFC on El Capitan and Frontier, the world\u0027s two fastest supercomputers.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EThe systems are two of four exascale machines in existence. This means they can solve at least one quintillion (\u201c1\u201d followed by 18 zeros) calculations per second. If a person completed a simple math calculation every second, it would take that person about 30 billion years to reach one quintillion operations.\u003C\/p\u003E\u003Cp\u003EFrontier is housed at Oak Ridge National Laboratory and debuted as the world\u2019s first exascale supercomputer in 2022. El Capitan surpassed Frontier when Lawrence Livermore National Laboratory launched it in 2024.\u003C\/p\u003E\u003Cp\u003ETo prepare MFC for performance on these machines, Bryngelson\u2019s lab followed a methodical approach spanning years of hardware acquisition and software engineering.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EIn 2022,\u0026nbsp;\u003Ca href=\u0022https:\/\/www.cc.gatech.edu\/news\/new-hardware-brings-students-closer-exascale-computing\u0022\u003EBryngelson attained an AMD MI210 GPU accelerator\u003C\/a\u003E. Optimizing MFC on the component played a critical step toward preparing the software for exascale machines.\u003C\/p\u003E\u003Cp\u003EAMD hardware underpins both El Capitan and Frontier. The MI300A GPU powers El Capitan while Frontier uses the MI250X GPU.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EAfter configuring MFC on the MI210 GPU,\u0026nbsp;\u003Ca href=\u0022https:\/\/www.cc.gatech.edu\/news\/group-optimizes-fluid-dynamics-simulator-worlds-fastest-supercomputer\u0022\u003EBryngelson\u2019s lab ran the software on Frontier for the first time during a 2023 hackathon\u003C\/a\u003E. This confirmed the code was ready for full-scale deployment on exascale supercomputers based on AMD hardware.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EIn addition to El Capitan and Frontier, the simulation ran on Alps, the world\u2019s eight-fastest supercomputer based at the Swiss National Supercomputing Centre. It is the largest available system that features the NVIDIA GH200 Grace Hopper Superchip.\u003C\/p\u003E\u003Cp\u003ELike with AMD GPUs,\u0026nbsp;\u003Ca href=\u0022https:\/\/www.cc.gatech.edu\/news\/researchers-blazing-new-trails-superchip-named-after-computing-pioneer\u0022\u003EBryngelson acquired four GH200s in 2024\u003C\/a\u003E and began configuring MFC to the latest hardware innovation powering New Age supercomputers. Later that year, the J\u00fclich Research Centre accepted Bryngelson\u2019s group into an early access program to test JUPITER, a developing supercomputer based on the NVIDIA superchip.\u003C\/p\u003E\u003Cp\u003E\u003Ca href=\u0022https:\/\/www.cc.gatech.edu\/news\/pancaked-water-droplets-help-launch-europes-fastest-supercomputer\u0022\u003EThe group earned a certificate for scaling efficiency and node performance\u003C\/a\u003E on the way toward validating that their code worked on the GH200. The early access project proved successful for JUPITER, which launched in 2025 as Europe\u2019s fastest supercomputer and fourth fastest in the world.\u003C\/p\u003E\u003Cp\u003E\u201cGetting the level of hands-on experience with world-leading supercomputers and computing resources at Georgia Tech through this project has been a fantastic opportunity for a grad student,\u201d said CSE Ph.D. student \u003Cstrong\u003EBen Wilfong\u003C\/strong\u003E.\u003C\/p\u003E\u003Cp\u003E\u201cTo leverage these machines, I learned more advanced programming techniques that I\u2019m glad to have in my tool belt for future projects. I also enjoyed the opportunity to work closely with and learn from industry experts from NVIDIA, AMD, and HPE\/Cray.\u201d\u003C\/p\u003E\u003Cp\u003EEl Capitan, Frontier, JUPITER, and Alps maintained their rankings at the 2025 International Conference for High Performance Computing Networking, Storage and Analysis (\u003Ca href=\u0022https:\/\/sc25.supercomputing.org\/\u0022\u003ESC25\u003C\/a\u003E). Of note, the TOP500 announced at SC25 that JUPITER surpassed the exaflop threshold.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EThe SC Conference Series is one of two venues where the\u0026nbsp;\u003Ca href=\u0022https:\/\/top500.org\/\u0022\u003ETOP500\u003C\/a\u003E announces updated supercomputer rankings every June and November. The TOP500 ranks and details the 500 most powerful supercomputers in the world.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EThe SC Conference Series serves as the venue where the\u0026nbsp;\u003Ca href=\u0022https:\/\/www.acm.org\/media-center\/2025\/november\/gordon-bell-climate-2025\u0022\u003EAssociation for Computing Machinery (ACM) presents the Gordon Bell Prize\u003C\/a\u003E. The annual award recognizes achievement in HPC research and application. The Tech-led team was among eight finalists for this year\u2019s award.\u003C\/p\u003E\u003Cp\u003EAlong with Bryngelson, Georgia Tech members included Ph.D. students \u003Cstrong\u003EAnand Radhakrishnan\u003C\/strong\u003E and Wilfong, postdoctoral researcher \u003Cstrong\u003EDaniel Vickers\u003C\/strong\u003E, alumnus \u003Cstrong\u003EHenry Le Berre\u003C\/strong\u003E (CS 2025), and undergraduate student \u003Cstrong\u003ETanush Prathi\u003C\/strong\u003E.\u003C\/p\u003E\u003Cp\u003ESch\u00e4fer\u2019s partnership with the group stems from his previous role as an assistant professor at Georgia Tech from 2021 to 2025.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003ECollaborators on the project included \u003Cstrong\u003ENikolaos Tselepidis\u003C\/strong\u003E and \u003Cstrong\u003EBenedikt Dorschner\u003C\/strong\u003E from NVIDIA, \u003Cstrong\u003EReuben Budiardja\u003C\/strong\u003E from ORNL, \u003Cstrong\u003EBrian Cornille\u003C\/strong\u003E from AMD, and \u003Cstrong\u003EStephen Abbot\u003C\/strong\u003E from HPE. All were co-authors of the paper and named finalists for the Gordon Bell Prize.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cI\u2019m elated that we have been nominated for such a prestigious award. It wouldn\u0027t have been possible without the combined and diligent efforts of our team,\u201d Radhakrishnan said.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cI\u2019m looking forward to presenting our work at SC25 and connecting with other researchers and fellow finalists while showcasing seminal work in the field of computing.\u201d\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003ESpaceflight is becoming safer, more frequent, and more sustainable thanks to the largest computational fluid flow simulation ever ran on Earth.\u003C\/p\u003E\u003Cp\u003EInspired by SpaceX\u2019s Super Heavy booster, a team led by Georgia Tech\u2019s\u0026nbsp;\u003Ca href=\u0022https:\/\/comp-physics.group\/\u0022\u003ESpencer Bryngelson\u003C\/a\u003E and New York University\u2019s \u003Cstrong\u003EFlorian Sch\u00e4fer\u003C\/strong\u003E modeled the turbulent interactions of a 33-engine rocket. Their experiment set new records, running the largest ever fluid dynamics simulation by a factor of 20 and the fastest by a factor of over four.\u003C\/p\u003E\u003Cp\u003ETo construct such a massive model, the custom software ran on the world\u2019s two fastest supercomputers, as well as the eighth fastest.\u003C\/p\u003E\u003Cp\u003EThe team finished as runners-up for the 2025 Gordon Bell Prize for its impactful, multi-domain research. Referred to as the Nobel Prize of supercomputing, the award was presented at the world\u2019s top conference for high-performance computing (HPC) research.\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Inspired by SpaceX\u2019s Super Heavy booster, a team led by Georgia Tech\u2019s Spencer Bryngelson and New York University\u2019s Florian Sch\u00e4fer modeled the turbulent interactions of a 33-engine rocket. Their experiment set new records, running the largest ever fluid "}],"uid":"36319","created_gmt":"2025-12-01 16:07:52","changed_gmt":"2025-12-08 20:29:59","author":"Bryant Wine","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2025-12-01T00:00:00-05:00","iso_date":"2025-12-01T00:00:00-05:00","tz":"America\/New_York"},"extras":[],"hg_media":{"678734":{"id":"678734","type":"image","title":"SpaceX-Super-Heavy2.jpg","body":null,"created":"1764605279","gmt_created":"2025-12-01 16:07:59","changed":"1764605279","gmt_changed":"2025-12-01 16:07:59","alt":"2025 Gordon Bell Prize Rocket Simulation","file":{"fid":"262806","name":"SpaceX-Super-Heavy2.jpg","image_path":"\/sites\/default\/files\/2025\/12\/01\/SpaceX-Super-Heavy2.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2025\/12\/01\/SpaceX-Super-Heavy2.jpg","mime":"image\/jpeg","size":116899,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2025\/12\/01\/SpaceX-Super-Heavy2.jpg?itok=1RgWJXGV"}},"678735":{"id":"678735","type":"image","title":"SHB-and-FS_SC25.jpg","body":null,"created":"1764605349","gmt_created":"2025-12-01 16:09:09","changed":"1764605349","gmt_changed":"2025-12-01 16:09:09","alt":"Spencer Bryngelson and Florian Sch\u00e4fer at SC25","file":{"fid":"262807","name":"SHB-and-FS_SC25.jpg","image_path":"\/sites\/default\/files\/2025\/12\/01\/SHB-and-FS_SC25.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2025\/12\/01\/SHB-and-FS_SC25.jpg","mime":"image\/jpeg","size":58329,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2025\/12\/01\/SHB-and-FS_SC25.jpg?itok=F_WZG0ey"}},"678736":{"id":"678736","type":"image","title":"Frontier-Hackathon.jpg","body":null,"created":"1764605398","gmt_created":"2025-12-01 16:09:58","changed":"1764605398","gmt_changed":"2025-12-01 16:09:58","alt":"Spencer Bryngelson Frontier Hackathon","file":{"fid":"262808","name":"Frontier-Hackathon.jpg","image_path":"\/sites\/default\/files\/2025\/12\/01\/Frontier-Hackathon.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2025\/12\/01\/Frontier-Hackathon.jpg","mime":"image\/jpeg","size":52329,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2025\/12\/01\/Frontier-Hackathon.jpg?itok=fUbvKuxK"}}},"media_ids":["678734","678735","678736"],"related_links":[{"url":"https:\/\/www.cc.gatech.edu\/news\/record-breaking-simulation-boosts-rocket-science-and-supercomputing-new-limits","title":"Record-Breaking Simulation Boosts Rocket Science and Supercomputing to New Limits"}],"groups":[{"id":"1188","name":"Research Horizons"}],"categories":[{"id":"136","name":"Aerospace"},{"id":"153","name":"Computer Science\/Information Technology and Security"},{"id":"150","name":"Physics and Physical Sciences"},{"id":"135","name":"Research"},{"id":"134","name":"Student and Faculty"},{"id":"8862","name":"Student Research"}],"keywords":[{"id":"654","name":"College of Computing"},{"id":"166983","name":"School of Computational Science and Engineering"},{"id":"9153","name":"Research Horizons"},{"id":"187915","name":"go-researchnews"},{"id":"10199","name":"Daily Digest"},{"id":"181991","name":"Georgia Tech News Center"},{"id":"3427","name":"High performance computing"},{"id":"168929","name":"supercomputers"},{"id":"2082","name":"aerospace engineering"},{"id":"190596","name":"space research"},{"id":"167880","name":"SpaceX"}],"core_research_areas":[{"id":"39431","name":"Data Engineering and Science"},{"id":"193657","name":"Space Research Initiative"}],"news_room_topics":[],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003EBryant Wine, Communications Officer\u003Cbr\u003E\u003Ca href=\u0022mailto:bryant.wine@cc.gatech.edu\u0022\u003Ebryant.wine@cc.gatech.edu\u003C\/a\u003E\u003C\/p\u003E","format":"limited_html"}],"email":[],"slides":[],"orientation":[],"userdata":""}},"686720":{"#nid":"686720","#data":{"type":"news","title":"What if Hospitals Could Automatically Protect Patients from Cyber Threats?","body":[{"value":"\u003Cp\u003EA software update was missed for the program running your local hospital\u2019s X-ray machines. A hacker now controls all the machines and is demanding $500,000 in cryptocurrency be sent to an anonymous wallet; otherwise, he will shut down the entire radiology department.\u003C\/p\u003E\u003Cp\u003EThis scenario becomes more likely for hospitals of all sizes as medical technology advances, adding more devices to constantly growing networks.\u003C\/p\u003E\u003Cp\u003EWith the help of a contract award for up to $12 million from the Advanced Research Projects Agency for Health (ARPA-H) \u003Ca href=\u0022https:\/\/arpa-h.gov\/explore-funding\/programs\/upgrade\u0022\u003EUPGRADE\u003C\/a\u003E program, a team of researchers led by the School of Cybersecurity and Privacy at Georgia Tech will begin developing an advanced cybersecurity platform to help hospitals proactively identify and fix vulnerabilities in their software, devices, and networks.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cThis is a new area of security research,\u201d said Associate Professor \u003Cstrong\u003EBrendan Saltaformaggio\u003C\/strong\u003E. \u201cWe not only have to worry about the cybersecurity aspect, but the physical security as well. Our research must be very accurate to make sure patients are safe from cyberthreats.\u201d\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EStarting next month, the team of researchers on the Hospital-Integrated Vulnerability Identification and Proactive Remediation (H-VIPER) project will begin developing a system they are calling the Whole-Hospital Simulation (WHS).\u003C\/p\u003E\u003Cp\u003EThe system maps out the online network for hospitals of all sizes and enables IT teams to test their cyber capabilities before going live. The system can also identify threats, such as missed software updates, and alert the IT department.\u003C\/p\u003E\u003Cp\u003E\u201cHospitals have thousands of devices connected to their networks, including medical devices,\u201d said Saltaformaggio. \u201cA hospital like Children\u2019s has a huge attack surface. A smaller hospital might have different challenges, but possible entry points are still there.\u201d\u003C\/p\u003E\u003Cp\u003EThe team has already interviewed IT teams at Children\u2019s Healthcare of Atlanta and Hamilton Health Care System. Their findings have provided them with a better understanding of how to scale the WHS system to meet each hospital\u2019s specific needs.\u003C\/p\u003E\u003Cp\u003E\u201cHospitals IT processes are notoriously sensitive to disruption, because essentially any kind of down time for rebooting a system or lack of availability can create chaos in the clinical environment,\u201d said \u003Cstrong\u003EStoddard Manikin\u003C\/strong\u003E, chief information security officer for Children\u2019s Healthcare of Atlanta.\u003C\/p\u003E\u003Cp\u003E\u201cOur goal is to create very smooth processes and workflow for our patient facing staff and providers to deliver the best care possible. This research opportunity gives us a chance to develop news ways where we can look at these sensitive medical devices and things on the IT network in a healthcare environment and potentially remediate vulnerabilities without taking them out of service.\u201d\u0026nbsp;\u003C\/p\u003E\u003Cp\u003ESaltaformaggio and his colleagues found that, regardless of size, security remains retroactive and not proactive. By leveraging their diverse expertise, the research team will ensure that the H-VIPER project addresses vulnerabilities at every layer of hospital technology, from the network to the hardware.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EThe \u003Ca href=\u0022https:\/\/scp.cc.gatech.edu\/\u0022\u003ESchool of Cybersecurity and Privacy\u003C\/a\u003E will lead this initiative, with faculty from the H-VIPER project also representing the \u003Ca href=\u0022https:\/\/www.cc.gatech.edu\/\u0022\u003ECollege of Computing\u003C\/a\u003E, the \u003Ca href=\u0022https:\/\/coe.gatech.edu\/\u0022\u003ECollege of Engineering\u003C\/a\u003E, the \u003Ca href=\u0022https:\/\/ece.gatech.edu\/\u0022\u003ESchool of Electrical and Computer Engineering\u003C\/a\u003E, the \u003Ca href=\u0022https:\/\/www.scs.gatech.edu\/\u0022\u003ESchool of Computer Science\u003C\/a\u003E, and the \u003Ca href=\u0022https:\/\/gtri.gatech.edu\/\u0022\u003EGeorgia Tech Research Institute\u003C\/a\u003E, along with support from their Ph.D. students and postdoctoral researchers.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EAround 30 Georgia Tech researchers will partner with \u003Ca href=\u0022https:\/\/www.emory.edu\/home\/index.html\u0022\u003EEmory University\u003C\/a\u003E, \u003Ca href=\u0022https:\/\/www.choa.org\u0022\u003EChildren\u2019s Healthcare of Atlanta\u003C\/a\u003E, \u003Ca href=\u0022https:\/\/vitruvianhealth.com\/locations\/hamilton-medical-center\/\u0022\u003EHamilton Health Care System\u003C\/a\u003E, \u003Ca href=\u0022https:\/\/www.tufts.edu\/\u0022\u003ETufts University\u003C\/a\u003E, \u003Ca href=\u0022https:\/\/www.iastate.edu\/\u0022\u003EIowa State University\u003C\/a\u003E, and \u003Ca href=\u0022https:\/\/narfindustries.com\/\u0022\u003ENarf Industries\u003C\/a\u003E.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EGeorgia Tech faculty working on the project are:\u003C\/p\u003E\u003Cul\u003E\u003Cli\u003EAssociate Professor \u003Cstrong\u003EBrendan Saltaformaggio\u003C\/strong\u003E\u003C\/li\u003E\u003Cli\u003ERegents\u2019 Professor \u003Cstrong\u003EWenke Lee\u003C\/strong\u003E\u003C\/li\u003E\u003Cli\u003EProfessor \u003Cstrong\u003ETaesoo Kim\u003C\/strong\u003E\u003C\/li\u003E\u003Cli\u003EProfessor \u003Cstrong\u003EFabian Monrose\u003C\/strong\u003E\u003C\/li\u003E\u003Cli\u003EAssistant Professor \u003Cstrong\u003EFrank Li\u003C\/strong\u003E\u003C\/li\u003E\u003Cli\u003EAssociate Professor \u003Cstrong\u003ESaman Zonouz\u003C\/strong\u003E\u003C\/li\u003E\u003Cli\u003EAssociate Professor\u003Cstrong\u003E Daniel Genkin\u003C\/strong\u003E\u003C\/li\u003E\u003Cli\u003EResearch Professor \u003Cstrong\u003ESukarno Mertoguno\u003C\/strong\u003E\u003C\/li\u003E\u003Cli\u003ESenior Research Scientist \u003Cstrong\u003ETrevor Lewis\u003C\/strong\u003E \u0026nbsp;\u003C\/li\u003E\u003C\/ul\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EWith the help of a contract award for up to $12 million from the Advanced Research Projects Agency for Health (ARPA-H), a team of researchers led by the School of Cybersecurity and Privacy at Georgia Tech will begin developing an advanced cybersecurity platform to help hospitals proactively identify and fix vulnerabilities in their software, devices, and networks.\u0026nbsp;\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"With the help of a contract award for up to $12 million from ARPA-H, a team of researchers led by the School of Cybersecurity and Privacy at will begin developing an advanced cybersecurity platform to protect hospitals. "}],"uid":"36253","created_gmt":"2025-12-03 15:49:35","changed_gmt":"2025-12-08 17:08:45","author":"John Popham","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2025-12-03T00:00:00-05:00","iso_date":"2025-12-03T00:00:00-05:00","tz":"America\/New_York"},"extras":[],"hg_media":{"678753":{"id":"678753","type":"image","title":"Cyfi-Lab-Brendan.jpg","body":null,"created":"1764777096","gmt_created":"2025-12-03 15:51:36","changed":"1764777096","gmt_changed":"2025-12-03 15:51:36","alt":"A man points to a rack of computer monitors. Another man sits in front of a laptop with his back to the camera. ","file":{"fid":"262827","name":"Cyfi-No-Dict-1.jpg","image_path":"\/sites\/default\/files\/2025\/12\/03\/Cyfi-No-Dict-1.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2025\/12\/03\/Cyfi-No-Dict-1.jpg","mime":"image\/jpeg","size":1596073,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2025\/12\/03\/Cyfi-No-Dict-1.jpg?itok=nDkK4MSK"}}},"media_ids":["678753"],"groups":[{"id":"47223","name":"College of Computing"},{"id":"1188","name":"Research Horizons"},{"id":"660367","name":"School of Cybersecurity and Privacy"}],"categories":[{"id":"153","name":"Computer Science\/Information Technology and Security"},{"id":"135","name":"Research"}],"keywords":[{"id":"365","name":"Research"},{"id":"193109","name":"arpa-h"},{"id":"2634","name":"grant"},{"id":"127901","name":"Contract"},{"id":"1404","name":"Cybersecurity"},{"id":"344","name":"cyber"},{"id":"3532","name":"impact"},{"id":"4499","name":"hospitals"},{"id":"179869","name":"partners"},{"id":"340","name":"collaboration"},{"id":"1129","name":"healthcare"},{"id":"194701","name":"go-resarchnews"},{"id":"187915","name":"go-researchnews"}],"core_research_areas":[{"id":"145171","name":"Cybersecurity"},{"id":"39501","name":"People and Technology"}],"news_room_topics":[{"id":"71891","name":"Health and Medicine"}],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003EJohn Popham\u0026nbsp;Communications Officer II | School of Cybersecurity and Privacy\u003C\/p\u003E","format":"limited_html"}],"email":["jpopham3@gatech.edu"],"slides":[],"orientation":[],"userdata":""}},"686657":{"#nid":"686657","#data":{"type":"news","title":"IMS Launches Series on Interdisciplinary Innovation with AI Computing Panel ","body":[{"value":"\u003Cp\u003EThe Institute for Matter and Systems (IMS) hosted the inaugural Boundaries and Breakthroughs\u003Cem\u003E\u0026nbsp;\u003C\/em\u003Epanel on Nov. 11, setting the stage for a new era of interdisciplinary dialogue at Georgia Tech. The event, held in the Marcus Nanotechnology building, brought together experts in electrical engineering, computer architecture, and computer systems design to tackle one of today\u2019s pressing challenges: artificial intelligence (AI) scalability and sustainable high-performance computing.\u003C\/p\u003E\u003Cp\u003EAs one of Georgia Tech\u2019s 11 interdisciplinary research institutes, IMS is designed to break down silos between traditional academic units. By operating core user facilities and fostering collaborative research, IMS creates a unique ecosystem where device-level innovation meets systems-level design. This event personified that mission by connecting researchers who typically work on different ends of the stack.\u003C\/p\u003E\u003Cp\u003E\u201cWe\u2019re looking for opportunities to bring people together to have discussions that are both informative and potentially create a little bit of friction in the best possible way around trending topics in science and engineering,\u201d said Mike Filler, IMS deputy director, during opening remarks.\u003C\/p\u003E\u003Cp\u003EThe panel was moderated by \u003Ca href=\u0022http:\/\/ece.gatech.edu\/directory\/divya-mahajan\u0022\u003EDivya Mahajan\u003C\/a\u003E, assistant professor in the School of Electrical and Computer Engineering, and featured \u003Ca href=\u0022https:\/\/moin.cc.gatech.edu\/\u0022\u003EMoinuddin Qureshi\u003C\/a\u003E, professor of computer science; \u003Ca href=\u0022https:\/\/www.scs.gatech.edu\/people\/anand-padmanabha-iyer\u0022\u003EAnand Iyer\u003C\/a\u003E, assistant professor of computer science; and \u003Ca href=\u0022https:\/\/matter-systems.gatech.edu\/people\/asif-khan\u0022\u003EAsif Khan\u003C\/a\u003E, associate professor in electrical and computer engineering.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EThe discussion explored the dynamics between compute abundance and energy constraints. As AI models scale up, power consumption has become a societal issue, driving up energy demands and even influencing political conversations. The panelists agreed that the bottleneck isn\u2019t compute \u2014 a computer\u2019s ability to process and execute tasks \u2014 but data movement. Moving data uses 100 to 1,000 times more energy than computation, making memory systems the critical frontier.\u003C\/p\u003E\u003Cp\u003EThe conversation highlighted how breakthroughs in compute must occur at every layer \u2014 from individual devices to full computer systems. At the device level, Khan mentioned emerging memory technologies and \u201cbeyond CMOS\u201d approaches such as embedding compute within memory and exploring bio-inspired architectures.\u003C\/p\u003E\u003Cp\u003EFrom a computer architecture level, Qureshi advocated rethinking interfaces and creating designs optimized for the future of computing. AI needs regular patterns to work optimally, and current patterns are not set up for that.\u003C\/p\u003E\u003Cp\u003E\u201cIf you want efficiency, design systems that make sense for AI,\u201d Qureshi said. \u201cDevelop new interfaces, develop new modules, architectures, and organization that make for a specific pattern.\u201d\u003C\/p\u003E\u003Cp\u003EAt the systems level, Iyer stressed practical strategies like near-memory compute and energy-aware scheduling while acknowledging the need for co-design between hardware and software.\u003C\/p\u003E\u003Cp\u003E\u201cNow in terms of brains or bio-inspired computing, my conjecture is that there is currently no hardware that is capable of doing it,\u201d Khan said. He also noted that right now, there is no computer or algorithm that has the scale of computing comparable to human brain power.\u003C\/p\u003E\u003Cp\u003EThe panelists didn\u2019t shy away from provocative ideas \u2014 such as whether graphic processing units are the final solution for AI and whether matrix multiplication alone can lead to artificial general intelligence. While opinions varied, all agreed that organizations like IMS are key to bringing together diverse expertise to tackle these questions collaboratively.\u003C\/p\u003E\u003Cp\u003EThe Boundaries and Breakthroughs series continues in \u003Ca href=\u0022https:\/\/matter-systems.gatech.edu\/events\/boundaries-breakthroughs-panel-series-bioelectronics-med-tech\u0022\u003EJanuary with a panel on bioelectronics and medical technologies\u003C\/a\u003E, reinforcing IMS\u2019s commitment to fostering dialogue that spans the full spectrum of innovation.\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EThe Boundaries and Breakthroughs panel explored how interdisciplinary collaboration can drive solutions for the future of artificial intelligence.\u0026nbsp;\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"The Boundaries and Breakthroughs panel explored how interdisciplinary collaboration can drive solutions for the future of artificial intelligence. "}],"uid":"35272","created_gmt":"2025-12-01 17:02:37","changed_gmt":"2025-12-01 17:03:39","author":"aneumeister3","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2025-12-01T00:00:00-05:00","iso_date":"2025-12-01T00:00:00-05:00","tz":"America\/New_York"},"extras":[],"hg_media":{"678737":{"id":"678737","type":"image","title":"BB_web_story.png","body":null,"created":"1764608566","gmt_created":"2025-12-01 17:02:46","changed":"1764608566","gmt_changed":"2025-12-01 17:02:46","alt":"Panelists speaking at the Boundaries and Breakthroughs panel series","file":{"fid":"262809","name":"BB_web_story.png","image_path":"\/sites\/default\/files\/2025\/12\/01\/BB_web_story.png","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2025\/12\/01\/BB_web_story.png","mime":"image\/png","size":4029223,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2025\/12\/01\/BB_web_story.png?itok=zYZRftI4"}}},"media_ids":["678737"],"groups":[{"id":"660369","name":"Matter and Systems"},{"id":"1188","name":"Research Horizons"}],"categories":[{"id":"194606","name":"Artificial Intelligence"},{"id":"153","name":"Computer Science\/Information Technology and Security"},{"id":"149","name":"Nanotechnology and Nanoscience"}],"keywords":[{"id":"187915","name":"go-researchnews"}],"core_research_areas":[{"id":"193655","name":"Artificial Intelligence at Georgia Tech"},{"id":"193652","name":"Matter and Systems"}],"news_room_topics":[],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003E\u003Ca href=\u0022mailto:amelia.neumeister@research.gatech.edu\u0022\u003EAmelia Neumeister\u003C\/a\u003E | Research Communications Program Manager\u003C\/p\u003E\u003Cp\u003EThe Institute for Matter and Systems\u003C\/p\u003E","format":"limited_html"}],"email":["amelia.neumeister@research.gatech.edu"],"slides":[],"orientation":[],"userdata":""}},"686517":{"#nid":"686517","#data":{"type":"news","title":"Ph.D. Student Making Digital Maps That Blind People Can Hear","body":[{"value":"\u003Cp\u003E\u201cMap region. Graphic clickable. Blank.\u201d\u003C\/p\u003E\u003Cp\u003EThat\u2019s usually the only information \u003Ca href=\u0022https:\/\/brandonkeithbiggs.com\/\u0022\u003E\u003Cstrong\u003EBrandon Biggs\u003C\/strong\u003E\u003C\/a\u003E receives from digital maps.\u003C\/p\u003E\u003Cp\u003EBiggs is a human-centered computing Ph.D. student in Georgia Tech\u2019s School of Interactive Computing. He is almost totally blind due to Leber\u2019s Congenital Amaurosis (LCA), a rare degenerative eye disorder affecting about one in 40,000 people.\u003C\/p\u003E\u003Cp\u003EBased on his experience, Biggs argues that most digital maps aren\u2019t accessible to people who are blind. Even worse, he said, the needs of the blind are usually overlooked.\u003C\/p\u003E\u003Cp\u003E\u201cWhen I started research on maps, I had never viewed a weather, campus, or building map, so I didn\u2019t realize the amount of information maps contain,\u201d Biggs said. \u201cHow do you represent shapes, orientation, and layout through audio and translate that into a geographic map?\u201d\u003C\/p\u003E\u003Cp\u003ETo answer these questions, Biggs founded \u003Ca href=\u0022https:\/\/xrnavigation.io\/\u0022\u003E\u003Cstrong\u003EXRNavigation\u003C\/strong\u003E\u003C\/a\u003E, a company focused on developing accessible digital tools. Its flagship product, Audiom, is a cross-sensory map that people can see and hear through text.\u003C\/p\u003E\u003Cp\u003E\u201cSighted people view about 300 maps per year, while blind people view fewer than one,\u201d he said. \u201cBlind people don\u2019t view maps; it\u2019s not part of their lives.\u003C\/p\u003E\u003Cp\u003E\u201cI want to ensure that for blind users, digital maps are no longer just \u2018blank.\u2019\u0026nbsp; They receive the information they need to know to navigate in this world and become more autonomous.\u201d\u003C\/p\u003E\u003Cp\u003EOrganizations that need to include accessible maps in their digital spaces can integrate Audiom into their website or app.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EGeorgia Tech recently became one such organization and used Audiom to introduce the first fully accessible digital campus map.\u003C\/p\u003E\u003Cp\u003EProfessor \u003Cstrong\u003EBruce Walker\u003C\/strong\u003E advises Biggs in Walker\u2019s \u003Ca href=\u0022http:\/\/sonify.psych.gatech.edu\/~walkerb\/\u0022\u003E\u003Cstrong\u003ESonification Lab\u003C\/strong\u003E\u003C\/a\u003E, which designs auditory displays for technologies.\u003C\/p\u003E\u003Cp\u003E\u201cBrandon has the perfect and unique blend of technical skills, research savvy, innovativeness, lived experience, and never-stop attitude to tackle this problem while impacting and improving many lives,\u201d Walker said.\u003C\/p\u003E\u003Ch4\u003E\u003Cstrong\u003EDefining Accessibility\u003C\/strong\u003E\u003C\/h4\u003E\u003Cp\u003EBiggs said most maps limit accessibility features to turn-by-turn directions, tables, or other kinds of alternative text that disregard spatial information. The ability to communicate spatial information distinguishes Audiom.\u003C\/p\u003E\u003Cp\u003E\u201cAccording to Web Content Accessibility Guidelines (WCAG), all non-text content \u2014 like maps \u2014 must include a text alternative with an equivalent purpose,\u201d Biggs said. \u201cBut what does \u2018equivalent purpose\u2019 mean for geographic maps?\u003C\/p\u003E\u003Cp\u003E\u201cWe argue that every single map, regardless of what it\u2019s showing, communicates general spatialized information and relationships.\u201d\u003C\/p\u003E\u003Cp\u003EAudiom also prioritizes the information that\u2019s most important to blind users, including sidewalks and buildings.\u003C\/p\u003E\u003Cp\u003E\u201cThere\u2019s a lot of information blind people just don\u2019t get on maps but desperately need,\u201d he said. \u201cThey couldn\u2019t care less about the roads. They might need the road name, but they really need the sidewalks.\u003C\/p\u003E\u003Cp\u003E\u201cIf a blind person made a map, they might not even add the roads. And then they would add in the location of doorways, a critical detail that sighted people completely leave out.\u201d\u003C\/p\u003E\u003Cp\u003EBiggs\u2019s work is already gaining national recognition. XRNavigation was recently one of three companies selected by the Global Accessibility Awareness Day (GAAD) Foundation for a 2025 Gaady Award, which honors work being done to make digital technologies more accessible.\u003C\/p\u003E\u003Cp\u003EPast and present winners of \u003Ca href=\u0022https:\/\/gaad.foundation\/what-we-do\/gaadys\u0022\u003E\u003Cstrong\u003EGaady Awards \u003C\/strong\u003E\u003C\/a\u003Erange from tech startups to major brands like T-Mobile.\u003C\/p\u003E\u003Cp\u003EBiggs will accept the award during a banquet on Thursday in San Francisco.\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EBrandon Biggs, a Georgia Tech Ph.D. student who is nearly blind, developed \u003Cstrong\u003EAudiom\u003C\/strong\u003E, a cross-sensory digital map that lets blind users navigate spatial information through audio. Biggs\u0027s tool, which Georgia Tech now uses for its campus map, emphasizes spatial relationships like sidewalks and buildings and gives organizations a way to integrate accessible, auditory maps into their own platforms.\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"A Georgia Tech Ph.D. student who is nearly blind has developed Audiom, a cross-sensory digital map that translates spatial and geographic information into audio so that blind users can \u201chear\u201d maps."}],"uid":"36530","created_gmt":"2025-11-18 19:26:48","changed_gmt":"2025-11-18 19:30:42","author":"Nathan Deen","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2025-11-18T00:00:00-05:00","iso_date":"2025-11-18T00:00:00-05:00","tz":"America\/New_York"},"extras":[],"hg_media":{"678659":{"id":"678659","type":"image","title":"Brandon-Biggs_86A9112-copy_5.jpg","body":null,"created":"1763494016","gmt_created":"2025-11-18 19:26:56","changed":"1763494016","gmt_changed":"2025-11-18 19:26:56","alt":"Brandon Biggs","file":{"fid":"262718","name":"Brandon-Biggs_86A9112-copy_5.jpg","image_path":"\/sites\/default\/files\/2025\/11\/18\/Brandon-Biggs_86A9112-copy_5.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2025\/11\/18\/Brandon-Biggs_86A9112-copy_5.jpg","mime":"image\/jpeg","size":138423,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2025\/11\/18\/Brandon-Biggs_86A9112-copy_5.jpg?itok=lC8FCRD0"}}},"media_ids":["678659"],"groups":[{"id":"47223","name":"College of Computing"},{"id":"1188","name":"Research Horizons"},{"id":"50876","name":"School of Interactive Computing"}],"categories":[{"id":"42901","name":"Community"},{"id":"153","name":"Computer Science\/Information Technology and Security"},{"id":"129","name":"Institute and Campus"}],"keywords":[{"id":"187915","name":"go-researchnews"},{"id":"9153","name":"Research Horizons"},{"id":"360","name":"accessibility"},{"id":"172442","name":"Disabilites"},{"id":"47091","name":"maps"},{"id":"194036","name":"blindness"}],"core_research_areas":[{"id":"39501","name":"People and Technology"}],"news_room_topics":[],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[],"email":[],"slides":[],"orientation":[],"userdata":""}},"686467":{"#nid":"686467","#data":{"type":"news","title":"Researchers Find Opportunities for 311 Chatbots to Foster Community Engagement","body":[{"value":"\u003Cp\u003E311 chatbots make it easier for people to report issues to their local government without long wait times on the phone. However, a new study finds that the technology might inhibit civic engagement.\u003C\/p\u003E\u003Cp\u003E311 systems allow residents to report potholes, broken fire hydrants, and other municipal issues. In recent years, the use of artificial intelligence (AI) to provide 311 services to community residents has boomed across city and state governments. This includes an artificial virtual assistant (AVA) developed by third-party vendors for \u003Ca href=\u0022https:\/\/www.atlantaga.gov\/government\/departments\/customer-service-atl311\/atl311-chatbot\u0022\u003E\u003Cstrong\u003Ethe City of Atlanta\u003C\/strong\u003E\u003C\/a\u003E in 2023.\u003C\/p\u003E\u003Cp\u003EThrough survey data, researchers from Tech\u2019s School of Interactive Computing found that many residents are generally positive about 311 chatbots. In addition to eliminating long wait times over the phone, they also offer residents quick answers to permit applications, waste collection, and other frequently asked questions.\u003C\/p\u003E\u003Cp\u003EHowever, the study, which was conducted in Atlanta, indicates that 311 chatbots could be causing residents to feel isolated from public officials and less aware of what\u2019s happening in their community.\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003EJieyu Zhou\u003C\/strong\u003E, a Ph.D. student in the School of IC, said it doesn\u2019t have to be that way.\u003C\/p\u003E\u003Ch4\u003E\u003Cstrong\u003EUniting Communities\u003C\/strong\u003E\u003C\/h4\u003E\u003Cp\u003EZhou and her advisor, Assistant Professor \u003Ca href=\u0022https:\/\/chrismaclellan.com\/\u0022\u003E\u003Cstrong\u003EChristopher MacLellan\u003C\/strong\u003E\u003C\/a\u003E, published a paper at the 2025 ACM Designing Interactive Systems (DIS) Conference that focuses on improving public service chatbot design and amplifying their civic impact. They collaborated with Professor \u003Ca href=\u0022https:\/\/www.carldisalvo.com\/\u0022\u003E\u003Cstrong\u003ECarl DiSalvo\u003C\/strong\u003E\u003C\/a\u003E, Associate Professor \u003Ca href=\u0022http:\/\/lynndombrowski.com\/\u0022\u003E\u003Cstrong\u003ELynn Dombrowsk\u003C\/strong\u003E\u003C\/a\u003Ei, and graduate students \u003Cstrong\u003ERui Shen\u003C\/strong\u003E and \u003Ca href=\u0022https:\/\/yueyu1030.github.io\/\u0022\u003E\u003Cstrong\u003EYue You\u003C\/strong\u003E\u003C\/a\u003E.\u003C\/p\u003E\u003Cp\u003EZhou said 311 chatbots have the potential to be agents that drive community organization and improve quality of life.\u003C\/p\u003E\u003Cp\u003E\u201cCurrent chatbots risk isolating users in their own experience,\u201d Zhou said. \u201cIn the 311 system, people tend to report their own individual issues but lose a sense of what is happening in their broader community.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cPeople are very positive about these tools, but I think there\u2019s an opportunity as we envision what civic chatbots could be. It\u2019s important for us to emphasize that social element \u2014 engaging people\u0026nbsp;within the community and connecting them with government representatives, community organizers, and other community members.\u201d\u003C\/p\u003E\u003Cp\u003EZhou and MacLellan said 311 chatbots can leave users wondering if others in their communities share their concerns.\u003C\/p\u003E\u003Cp\u003E\u201cIf people are at a town hall meeting, they can get a sense of whether the problems they are experiencing are shared by others,\u201d Zhou said. \u201cWe can\u2019t do that with a chatbot. It\u2019s like an isolated room, and we\u2019re trying to open the doors and the windows.\u201d\u003C\/p\u003E\u003Ch4\u003E\u003Cstrong\u003EAdding a Human Touch\u003C\/strong\u003E\u003C\/h4\u003E\u003Cp\u003EIn their paper, the researchers note that one of the biggest criticisms of 311 chatbots is they can\u2019t replace interpersonal interaction.\u003C\/p\u003E\u003Cp\u003EUnlike chatbots, people working in local government offices are likely to:\u003C\/p\u003E\u003Cul\u003E\u003Cli\u003EHave direct knowledge of issues\u003C\/li\u003E\u003Cli\u003EProvide appropriate referrals\u003C\/li\u003E\u003Cli\u003EEmpathize with the resident\u2019s concerns\u003C\/li\u003E\u003C\/ul\u003E\u003Cp\u003EMacLellan said residents are likely to grow frustrated with a chatbot when reporting issues that require this level of contextual knowledge.\u003C\/p\u003E\u003Cp\u003EOne person in the researchers\u2019 survey noted that the chatbot they used didn\u2019t understand that their report was about a sidewalk issue, not a street issue.\u003C\/p\u003E\u003Cp\u003E\u201cExplaining such a situation to a human representative is straightforward,\u201d MacLellan said. \u201cHowever, when the issue being raised does not fall within any of the categories the chatbot is built to address, it often misinterprets the query and offers information that isn\u2019t helpful.\u201d\u003C\/p\u003E\u003Cp\u003EThe researchers offer some design suggestions that can help chatbots foster community engagement and improve community well-being:\u003C\/p\u003E\u003Cul\u003E\u003Cli\u003EEscalation. Regarding the sidewalk report, the chatbot did not offer a way to escalate the query to a human who could resolve it. Zhou said that this is a feature that chatbots should have but often lack.\u003C\/li\u003E\u003Cli\u003ETransparency. Chatbots could provide details about recent and frequently reported community issues. They should inform users early in the call process about known problems to help avoid an overload of user complaints.\u003C\/li\u003E\u003Cli\u003EEducation. Chatbots can keep users updated about what\u2019s happening in their communities.\u003C\/li\u003E\u003Cli\u003ECollective action. Chatbots can help communities organize and gather ideas to address challenges and solve problems.\u003C\/li\u003E\u003C\/ul\u003E\u003Cp\u003E\u201cGovernment agencies may focus mainly on fixing individual issues,\u201d Zhou said, \u201cBut recognizing community-level patterns can inspire collective creativity. For example, one participant suggested that if many people report a broken swing at a playground, it could spark an initiative to design a new playground together\u2014going far beyond just fixing it.\u201d\u003C\/p\u003E\u003Cp\u003EThese are just a few examples of things, the researchers argue, that 311 services were originally designed to achieve.\u003C\/p\u003E\u003Cp\u003E\u201cCommunities were already collaborating on identifying and reporting issues,\u201d Zhou said. \u201cThese chatbots should reflect the original intentions and collaboration practices of the communities they serve.\u003C\/p\u003E\u003Cp\u003E\u201cOur research suggests we can increase the positive impact of civic chatbots by including social aspects within the design of the system, connecting people, and building a community view.\u201d\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EResearchers at the Georgia Institute of Technology found that while 311-style chatbots simplify the process of reporting municipal issues and reduce wait times, users can feel isolated from their community and less connected to broader civic awareness. They recommend redesigning these systems to include transparency about collective issues, provide pathways for human escalation, and support community-level action.\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"AI-powered 311 chatbots may unitentionally reduce residents\u0027 sense of connection within their community."}],"uid":"36530","created_gmt":"2025-11-14 20:30:41","changed_gmt":"2025-11-14 20:35:50","author":"Nathan Deen","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2025-11-14T00:00:00-05:00","iso_date":"2025-11-14T00:00:00-05:00","tz":"America\/New_York"},"extras":[],"hg_media":{"678639":{"id":"678639","type":"image","title":"Jieyu-Zhou_86A8161-Enhanced-NR.jpg","body":null,"created":"1763152260","gmt_created":"2025-11-14 20:31:00","changed":"1763152260","gmt_changed":"2025-11-14 20:31:00","alt":"Jieyu Zhou","file":{"fid":"262697","name":"Jieyu-Zhou_86A8161-Enhanced-NR.jpg","image_path":"\/sites\/default\/files\/2025\/11\/14\/Jieyu-Zhou_86A8161-Enhanced-NR.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2025\/11\/14\/Jieyu-Zhou_86A8161-Enhanced-NR.jpg","mime":"image\/jpeg","size":134034,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2025\/11\/14\/Jieyu-Zhou_86A8161-Enhanced-NR.jpg?itok=909Uit6L"}}},"media_ids":["678639"],"groups":[{"id":"47223","name":"College of Computing"},{"id":"1188","name":"Research Horizons"},{"id":"50876","name":"School of Interactive Computing"}],"categories":[{"id":"194606","name":"Artificial Intelligence"},{"id":"142","name":"City Planning, Transportation, and Urban Growth"},{"id":"42901","name":"Community"},{"id":"153","name":"Computer Science\/Information Technology and Security"},{"id":"135","name":"Research"},{"id":"8862","name":"Student Research"}],"keywords":[{"id":"192863","name":"go-ai"},{"id":"187812","name":"artificial intelligence (AI)"},{"id":"188776","name":"go-research"},{"id":"187915","name":"go-researchnews"},{"id":"9153","name":"Research Horizons"},{"id":"169137","name":"chatbot"},{"id":"189306","name":"public service technology"},{"id":"1134","name":"City of Atlanta"},{"id":"188933","name":"Atlanta community."},{"id":"10614","name":"community organizing"}],"core_research_areas":[{"id":"193655","name":"Artificial Intelligence at Georgia Tech"},{"id":"39501","name":"People and Technology"}],"news_room_topics":[],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[],"email":[],"slides":[],"orientation":[],"userdata":""}},"686466":{"#nid":"686466","#data":{"type":"news","title":"Professor Earns Test-of-Time Award at AI and Computer Gaming Conference","body":[{"value":"\u003Cp\u003EOne of the top conferences for AI and computer games is recognizing a School of Interactive Computing professor with its first-ever test-of-time award.\u003C\/p\u003E\u003Cp\u003EAt its event this week in Alberta, Canada, the AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment (AIIDE) is honoring Professor Mark Riedl. The award also honors University of Utah Professor and Division of Games Chair Michael Young, Riedl\u2019s Ph.D. advisor.\u003C\/p\u003E\u003Cp\u003ERiedl studied under Young at North Carolina State University.\u003C\/p\u003E\u003Cp\u003ETheir 2005 paper, \u003Cem\u003EFrom Linear Story Generation to Branching Story Graphs\u003C\/em\u003E, highlighted the challenges of using AI to create interactive gaming narratives in which user actions influence the story\u2019s progression.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EIn 2005, computer game systems that supported linear, non-branching games were widely used. Riedl introduced an innovative mathematical formula for interactive stories ranging from choose-your-own-adventure novels to modern computer games.\u003C\/p\u003E\u003Cp\u003E\u201cWe didn\u2019t use the term \u2018generative AI\u2019 back then, but I was working on AI for the generation of creative artifacts,\u201d Riedl said. \u201cThis was before we had practical deep learning or large language models.\u003C\/p\u003E\u003Cp\u003E\u201cOne of the reasons this paper is still relevant 20 years later is that it didn\u2019t just present a technology, it attempted to provide a framework for solving a grand challenge in AI.\u201d\u003C\/p\u003E\u003Cp\u003EThat challenge is still ongoing, Riedl said. Game designers continue to struggle with balancing story coherence against the amount of narrative control afforded to users.\u003C\/p\u003E\u003Cp\u003E\u201cWhen users exercise a high degree of control within the environment, it is likely that their actions will change the state of the world in ways that may interfere with the causal dependencies between actions as intended within a storyline,\u201d Riedl and Young wrote in the paper.\u003C\/p\u003E\u003Cp\u003E\u201cNarrative mediation makes linear narratives interactive. The question is: Is the expressive power of narrative mediation at least as powerful as the story graph representation?\u201d\u003C\/p\u003E\u003Cp\u003EAIIDE is being held this week at the University of Alberta in Edmonton, Alberta. Riedl will receive the award on Wednesday.\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EProfessor Mark Riedl was honored with the first-ever test-of-time award by the AIIDE conference. The award recognizes their influential 2005 paper \u003Cem\u003EFrom Linear Story Generation to Branching Story Graphs\u003C\/em\u003E, which addressed the challenge of using AI to create interactive, non-linear narratives in computer games. The paper introduced a mathematical framework that remains relevant today.\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Professor Mark Riedl received the first-ever test-of-time award from the AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment (AIIDE)."}],"uid":"36530","created_gmt":"2025-11-14 20:21:03","changed_gmt":"2025-11-14 20:24:32","author":"Nathan Deen","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2025-11-12T00:00:00-05:00","iso_date":"2025-11-12T00:00:00-05:00","tz":"America\/New_York"},"extras":[],"hg_media":{"678638":{"id":"678638","type":"image","title":"Summit-on-Responsible-Computing--AI--Society_86A8505.jpg","body":null,"created":"1763151672","gmt_created":"2025-11-14 20:21:12","changed":"1763151672","gmt_changed":"2025-11-14 20:21:12","alt":"Mark Riedl","file":{"fid":"262696","name":"Summit-on-Responsible-Computing--AI--Society_86A8505.jpg","image_path":"\/sites\/default\/files\/2025\/11\/14\/Summit-on-Responsible-Computing--AI--Society_86A8505.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2025\/11\/14\/Summit-on-Responsible-Computing--AI--Society_86A8505.jpg","mime":"image\/jpeg","size":82088,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2025\/11\/14\/Summit-on-Responsible-Computing--AI--Society_86A8505.jpg?itok=m3SKeUcr"}}},"media_ids":["678638"],"groups":[{"id":"47223","name":"College of Computing"},{"id":"50876","name":"School of Interactive Computing"}],"categories":[{"id":"194606","name":"Artificial Intelligence"},{"id":"153","name":"Computer Science\/Information Technology and Security"}],"keywords":[{"id":"192863","name":"go-ai"},{"id":"187812","name":"artificial intelligence (AI)"},{"id":"170453","name":"Test of Time Award"},{"id":"2356","name":"gaming"},{"id":"2450","name":"computer games"}],"core_research_areas":[{"id":"193655","name":"Artificial Intelligence at Georgia Tech"}],"news_room_topics":[],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[],"email":[],"slides":[],"orientation":[],"userdata":""}},"686422":{"#nid":"686422","#data":{"type":"news","title":"Ph.D. Student\u2019s Framework Used to Bolster Nvidia\u2019s Cosmos Predict-2 Model","body":[{"value":"\u003Cp\u003EA new deep learning architectural framework could boost the development and deployment efficiency of autonomous vehicles and humanoid robots. The framework will lower training costs and reduce the amount of real-world data needed for training.\u003C\/p\u003E\u003Cp\u003EWorld foundation models (WFMs) enable physical AI systems to learn and operate within\u0026nbsp;synthetic worlds created by generative artificial intelligence (genAI). For example, these models use predictive capabilities to generate up to 30 seconds of video that accurately reflects the real world.\u003C\/p\u003E\u003Cp\u003EThe new framework, developed by a Georgia Tech researcher, enhances the processing speed of the neural networks that simulate these real-world environments from text, images, or video inputs.\u003C\/p\u003E\u003Cp\u003EThe neural networks that make up the architectures of large language models like ChatGPT and visual models like Sora process contextual information using the \u201cattention mechanism.\u201d\u003C\/p\u003E\u003Cp\u003EAttention refers to a model\u2019s ability to focus on the most relevant parts of input.\u003C\/p\u003E\u003Cp\u003EThe Neighborhood Attention Extension (NATTEN) allows models that require GPUs or high-performance computing systems to process information and generate outputs more efficiently.\u003C\/p\u003E\u003Cp\u003EProcessing speeds can increase by up to 2.6 times, said \u003Ca href=\u0022https:\/\/alihassanijr.com\/\u0022\u003E\u003Cstrong\u003EAli Hassani\u003C\/strong\u003E\u003C\/a\u003E, a Ph.D. student in the School of Interactive Computing and the creator of NATTEN. Hassani is advised by Associate Professor \u003Ca href=\u0022https:\/\/www.humphreyshi.com\/\u0022\u003E\u003Cstrong\u003EHumphrey Shi\u003C\/strong\u003E\u003C\/a\u003E.\u003C\/p\u003E\u003Cp\u003EHassani is also a research scientist at Nvidia, where he introduced NATTEN to \u003Ca href=\u0022https:\/\/www.nvidia.com\/en-us\/ai\/cosmos\/\u0022\u003E\u003Cstrong\u003ECosmos\u003C\/strong\u003E\u003C\/a\u003E \u2014 a family of WFMs the company uses to train robots, autonomous vehicles, and other physical AI applications.\u003C\/p\u003E\u003Cp\u003E\u201cYou can map just about anything from a prompt or an image or any combination of frames from an existing video to predict future videos,\u201d Hassani said. \u201cInstead of generating words with an LLM, you\u2019re generating a world.\u003C\/p\u003E\u003Cp\u003E\u201cUnlike LLMs that generate a single token at a time, these models are compute-heavy. They generate many images \u2014 often hundreds of frames at a time \u2014 so the models put a lot of work on the GPU. NATTEN lets us decrease some of that work and proportionately accelerate the model.\u201d\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EGeorgia Tech Ph.D. student Ali Hassani developed the Neighborhood Attention Extension (NATTEN), a deep learning architectural framework that is being integrated into Nvidia\u0027s Cosmos Predict-2 world foundation model. NATTEN enhances the processing speed of neural networks that simulate real-world environments for physical AI systems, which are used to train autonomous vehicles and humanoid robots.\u0026nbsp;\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"A new deep learning architectural framework, Neighborhood Attention Extension (NATTEN), is being used by Nvidia to  increase the processing speed of their Cosmos Predict-2 Model for training autonomous vehicles and humanoid robots."}],"uid":"36530","created_gmt":"2025-11-13 21:13:58","changed_gmt":"2025-11-13 21:14:58","author":"Nathan Deen","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2025-11-03T00:00:00-05:00","iso_date":"2025-11-03T00:00:00-05:00","tz":"America\/New_York"},"extras":[],"hg_media":{"678621":{"id":"678621","type":"image","title":"2X6A3487.jpg","body":null,"created":"1763068473","gmt_created":"2025-11-13 21:14:33","changed":"1763068473","gmt_changed":"2025-11-13 21:14:33","alt":"Humprhey Shi and Ali Hassani","file":{"fid":"262676","name":"2X6A3487.jpg","image_path":"\/sites\/default\/files\/2025\/11\/13\/2X6A3487.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2025\/11\/13\/2X6A3487.jpg","mime":"image\/jpeg","size":93105,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2025\/11\/13\/2X6A3487.jpg?itok=axfoqv8i"}}},"media_ids":["678621"],"groups":[{"id":"47223","name":"College of Computing"},{"id":"1188","name":"Research Horizons"},{"id":"50876","name":"School of Interactive Computing"}],"categories":[{"id":"153","name":"Computer Science\/Information Technology and Security"},{"id":"194609","name":"Industry"},{"id":"152","name":"Robotics"}],"keywords":[{"id":"192863","name":"go-ai"},{"id":"193860","name":"Artifical Intelligence"},{"id":"194701","name":"go-resarchnews"},{"id":"9153","name":"Research Horizons"},{"id":"14549","name":"nvidia"},{"id":"191138","name":"artificial neural networks"},{"id":"97281","name":"autonomous vehicles"}],"core_research_areas":[{"id":"193655","name":"Artificial Intelligence at Georgia Tech"}],"news_room_topics":[],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[],"email":[],"slides":[],"orientation":[],"userdata":""}},"686408":{"#nid":"686408","#data":{"type":"news","title":"Department Raises Thousands for Campus Food Pantry","body":[{"value":"\u003Cdiv\u003E\u003Cdiv\u003E\u003Cp\u003EThe \u003Ca href=\u0022https:\/\/scp.cc.gatech.edu\/\u0022\u003ESchool of Cybersecurity and Privacy\u003C\/a\u003E (SCP) kicked off the season of giving early this year with a more than $2,000 food donation to \u003Ca href=\u0022https:\/\/star.studentlife.gatech.edu\/klemis-kitchen\u0022\u003EKlemis Kitchen\u003C\/a\u003E, Georgia Tech\u2019s food bank.\u003C\/p\u003E\u003Cp\u003EThe kitchen serves students in need with groceries or meals, and works to reduce food waste on campus.\u003C\/p\u003E\u003Cp\u003E\u0022We are so grateful for this incredibly generous donation from the School of Cybersecurity and Privacy,\u201d said \u003Cstrong\u003ESteven Fazenbaker\u003C\/strong\u003E, program director of Students\u2019 Temporary Assistance and Resources (STAR).\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cThere are over 300 students with access to Klemis Kitchen, and this donation will go far in making sure these students have the food they need.\u201d\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003EMary Helen Hayes\u003C\/strong\u003E, SCP assistant director of financial operations, organized the food drive and spent October raising funds.\u003C\/p\u003E\u003Cp\u003E\u201cThroughout the year, I look for ways to bring our SCP community together\u2014faculty, staff, and students alike,\u201d she said.\u003C\/p\u003E\u003Cp\u003E\u201cWhen I learned that about 10% of Georgia Tech students experience food insecurity and 15% often prioritize working over academics and activities just to afford food, the Klemis Kitchen food drive became my focus.\u201d\u003C\/p\u003E\u003Cp\u003EHayes added she wanted everyone to contribute to the SCP fundraiser, so she offered to handle the shopping for anyone who wanted to give but didn\u2019t have the time.\u003C\/p\u003E\u003Cp\u003E\u201cOur team came together with incredible generosity and energy\u2014organizing, purchasing, delivering, and coordinating every detail. Within just a few days, we raised over $1000, which was then doubled through an anonymous matching gift, bringing our total to $2,110.\u201d\u003C\/p\u003E\u003Cp\u003EThe amount of food the School was able to purchase filled two cars and required the staff to make several trips to unload. According to Fazenbaker, department donations like this help keep the food bank stocked.\u003C\/p\u003E\u003Cp\u003E\u201cKlemis Kitchen relies 100% on donations - leftovers from the dining halls, donations from community partners like grocery stores and churches, food drives sponsored by departments across campus, and monetary donations that allow us to fill gaps when food donations are low,\u201d he said.\u003C\/p\u003E\u003Cp\u003E\u201cThe Georgia Tech community always comes through. This program only works because of Georgia Tech\u0027s commitment to Progress and Service.\u201d\u003C\/p\u003E\u003Cp\u003EMonetary donations to Klemis Kitchen can be made on the kitchen\u0027s \u003Ca href=\u0022https:\/\/star.studentlife.gatech.edu\/donate\u0022\u003Ewebsite\u003C\/a\u003E. \u0026nbsp;Departments can sign up to sponsor food drives \u003Ca href=\u0022https:\/\/star.studentlife.gatech.edu\/klemis-kitchen\u0022\u003Ehere\u003C\/a\u003E.\u0026nbsp;\u003C\/p\u003E\u003C\/div\u003E\u003C\/div\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EThe \u003Ca href=\u0022https:\/\/scp.cc.gatech.edu\/\u0022\u003ESchool of Cybersecurity and Privacy\u003C\/a\u003E (SCP) kicked off the season of giving early this year with a more than $2,000 food donation to \u003Ca href=\u0022https:\/\/star.studentlife.gatech.edu\/klemis-kitchen\u0022\u003EKlemis Kitchen\u003C\/a\u003E, Georgia Tech\u2019s food bank.\u003C\/p\u003E\u003Cp\u003EThe kitchen serves students in need with groceries or meals, and works to reduce food waste on campus\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"The School of Cybersecurity and Privacy (SCP) kicked off the season of giving early this year with a more than $2,000 food donation to Klemis Kitchen, Georgia Tech\u2019s food bank."}],"uid":"36253","created_gmt":"2025-11-13 16:16:19","changed_gmt":"2025-11-13 16:20:26","author":"John Popham","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2025-11-13T00:00:00-05:00","iso_date":"2025-11-13T00:00:00-05:00","tz":"America\/New_York"},"extras":[],"hg_media":{"678613":{"id":"678613","type":"image","title":"Food-Drive-Banner.jpg","body":null,"created":"1763050591","gmt_created":"2025-11-13 16:16:31","changed":"1763050591","gmt_changed":"2025-11-13 16:16:31","alt":"1.\tA photo of a group of people standing behind a table full of packaged food. The group is smiling and represents a diverse crowd of faculty and staff.","file":{"fid":"262668","name":"Food-Drive-Banner.jpg","image_path":"\/sites\/default\/files\/2025\/11\/13\/Food-Drive-Banner.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2025\/11\/13\/Food-Drive-Banner.jpg","mime":"image\/jpeg","size":1771481,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2025\/11\/13\/Food-Drive-Banner.jpg?itok=D3V7V6XN"}}},"media_ids":["678613"],"groups":[{"id":"47223","name":"College of Computing"},{"id":"660367","name":"School of Cybersecurity and Privacy"}],"categories":[{"id":"42901","name":"Community"},{"id":"153","name":"Computer Science\/Information Technology and Security"},{"id":"194836","name":"Sustainability"}],"keywords":[{"id":"344","name":"cyber"},{"id":"1404","name":"Cybersecurity"},{"id":"167018","name":"staff"},{"id":"1506","name":"faculty"},{"id":"4728","name":"donor"},{"id":"266","name":"donation"},{"id":"172646","name":"food drive"},{"id":"90451","name":"donation drives"}],"core_research_areas":[{"id":"145171","name":"Cybersecurity"},{"id":"39511","name":"Public Service, Leadership, and Policy"}],"news_room_topics":[],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003EJohn Popham\u0026nbsp;Communications Officer II | School of Cybersecurity and Privacy\u003C\/p\u003E","format":"limited_html"}],"email":["jpopham3@gatech.edu"],"slides":[],"orientation":[],"userdata":""}},"686192":{"#nid":"686192","#data":{"type":"news","title":"Built in I2P: The Student Inventions You\u2019ll Want to See to Believe","body":[{"value":"\u003Cp\u003ECricket powder-based protein brownies. A visualization system for fencing blades. A personalized AI application for analyzing blood work. All I2P Showcase prototypes. See what Georgia Tech students have been developing this semester at the \u003Ca href=\u0022https:\/\/www.eventbrite.com\/e\/i2p-showcase-fall-2025-tickets-1748117429289?aff=article\u0022\u003EFall 2025 Idea to Prototype (I2P) Showcase\u003C\/a\u003E on Tuesday, Dec. 2, at 5 p.m. in the Marcus Nanotechnology Building. This year, attendees will have even more\u0026nbsp;original inventions to view, with over 60 teams\u0026nbsp;displaying prototypes.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EThe event marks the culmination of the semester-long I2P course, where undergraduate students develop functional prototypes aimed at solving real-world problems. Prototypes this semester include a smart military drone, a gentler device for cervical cancer screening, a rotating espresso station, tools to keep AI safe, compact data centers, systems that simulate cyberattacks to help companies strengthen their defenses, and many more.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EThe showcase is free and open to students, faculty, staff, and members of the local community.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EWinning teams will receive prizes and a \u201cgolden ticket\u201d into CREATE-X\u2019s Startup Launch, a summer accelerator that provides optional seed funding, accounting and legal service credits, mentorship, and more to help students turn their prototypes into viable startups.\u003C\/p\u003E\u003Cp\u003EThis is a free event, and refreshments will be provided.\u0026nbsp;\u003Ca href=\u0022https:\/\/www.eventbrite.com\/e\/i2p-showcase-fall-2025-tickets-1748117429289?aff=article\u0022\u003ERegister for the Fall 2025 I2P Showcase\u003C\/a\u003E today!\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EMore than 60 undergraduate teams will present functional prototypes at the Fall 2025 Idea to Prototype (I2P) Showcase at Georgia Tech, Tuesday, Dec. 2 at 5 p.m. in the Marcus Nanotechnology Building. See innovative student creations developed over the semester and designed to solve real-world problems. Winning teams earn prizes and a \u201cgolden ticket\u201d into CREATE-X\u2019s Startup Launch accelerator, which offers funding, in-kind services, mentorship, and more. This is a free event for the campus and local community.\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Georgia Tech\u2019s Fall 2025 I2P Showcase will feature over 60 student prototypes tackling real-world challenges."}],"uid":"36436","created_gmt":"2025-11-04 20:30:14","changed_gmt":"2025-11-04 20:45:46","author":"bdurham31","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2025-11-04T00:00:00-05:00","iso_date":"2025-11-04T00:00:00-05:00","tz":"America\/New_York"},"extras":[],"hg_media":{"678542":{"id":"678542","type":"image","title":"Founders of Allez Go Adam Kulikowski and Jason Mo","body":"\u003Cp\u003EFounders of Allez Go: Adam Kulikowski and Jason Mo\u003C\/p\u003E","created":"1762288717","gmt_created":"2025-11-04 20:38:37","changed":"1762288817","gmt_changed":"2025-11-04 20:40:17","alt":"Founders of Allez Go: Adam Kulikowski and Jason Mo","file":{"fid":"262593","name":"54186413447_045f318b99_o.jpg","image_path":"\/sites\/default\/files\/2025\/11\/04\/54186413447_045f318b99_o.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2025\/11\/04\/54186413447_045f318b99_o.jpg","mime":"image\/jpeg","size":13446225,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2025\/11\/04\/54186413447_045f318b99_o.jpg?itok=AFgCbVoS"}}},"media_ids":["678542"],"related_links":[{"url":"https:\/\/www.eventbrite.com\/e\/i2p-showcase-fall-2025-tickets-1748117429289?aff=article","title":"Register for the 2025 Fall I2P Showcase"}],"groups":[{"id":"583966","name":"CREATE-X"},{"id":"655285","name":"GT Commercialization"},{"id":"1188","name":"Research Horizons"}],"categories":[{"id":"194606","name":"Artificial Intelligence"},{"id":"138","name":"Biotechnology, Health, Bioengineering, Genetics"},{"id":"139","name":"Business"},{"id":"153","name":"Computer Science\/Information Technology and Security"},{"id":"42921","name":"Exhibitions"},{"id":"146","name":"Life Sciences and Biology"},{"id":"194685","name":"Manufacturing"},{"id":"147","name":"Military Technology"},{"id":"148","name":"Music and Music Technology"},{"id":"149","name":"Nanotechnology and Nanoscience"},{"id":"133","name":"Special Events and Guest Speakers"},{"id":"134","name":"Student and Faculty"}],"keywords":[{"id":"192255","name":"go-commercializationnews"}],"core_research_areas":[{"id":"193658","name":"Commercialization"}],"news_room_topics":[{"id":"71871","name":"Campus and Community"},{"id":"71881","name":"Science and Technology"}],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003EBreanna Durham\u003C\/p\u003E\u003Cp\u003EMarketing Strategist\u003C\/p\u003E","format":"limited_html"}],"email":["breanna.durham@gatech.edu"],"slides":[],"orientation":[],"userdata":""}},"686132":{"#nid":"686132","#data":{"type":"news","title":"New Research Will Move Us Closer to a Passwordless Society","body":[{"value":"\u003Cdiv\u003E\u003Cdiv\u003E\u003Cp\u003EAlthough they are currently essential to online security and privacy, the days of relying on password protection may be numbered, thanks to Assistant Professor \u003Cstrong\u003EFrank Li\u003C\/strong\u003E and his National Science Foundation (NSF) CAREER Award project.\u003C\/p\u003E\u003Cp\u003EWhile passwords have security limitations and can be challenging to use, emerging technologies such as Fast IDentity Online 2 (\u003Ca href=\u0022https:\/\/www.microsoft.com\/en-us\/security\/business\/security-101\/what-is-fido2\u0022\u003EFIDO2\u003C\/a\u003E) and other passkey authentication methods provide strong security and usability. For example, if you have ever used your smartphone\u2019s facial recognition feature to log in to your bank account instead of typing out the password, you have used a FIDO2 passkey.\u003C\/p\u003E\u003Cp\u003EUsers and online services, however, have been slow to adopt the new technology despite the benefits. Li\u2019s NSF CAREER Award project addresses this challenge. Along with advancing the technology, Li will also advocate for its use.\u003C\/p\u003E\u003Cp\u003E\u201cWe are not assuming that this technology is coming,\u201d said Li. \u201cIt is already here. The challenge is to get people to use this technology.\u201d\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EThis up-and-coming technology has been part of Li\u2019s research for some time. His prior work provided a new security analysis of the FIDO2 authentication protocol, which includes passkeys.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003ELi\u2019s CAREER project will investigate real-world uses of FIDO2\/passkeys and security and usability issues that can arise. A goal of his research is to identify and resolve problems before they become widespread and more difficult to address.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cThere\u2019s still a lot to do when it comes to authentication research, and there\u2019s even more to be done with passkeys,\u201d he said.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cOnline authentication is a core function needed for online security. Making any changes to it will have huge implications. For example, accounts that send spam and phishing attacks are often accounts with compromised passwords. A \u003Ca href=\u0022https:\/\/www.forbes.com\/sites\/tonybradley\/2025\/05\/01\/are-we-finally-entering-a-passwordless-era\/\u0022\u003Epasswordless future\u003C\/a\u003E will reduce that threat.\u201d\u003C\/p\u003E\u003Cp\u003EThe final component of Li\u2019s CAREER Award is an educational outreach program. The NSF wants researchers to inspire the next generation of scientists as a part of their projects. Li plans to reach out to Atlanta high schools and engage their computer science programs.\u003C\/p\u003E\u003Cp\u003E\u003Ca href=\u0022https:\/\/www.nsf.gov\/funding\/opportunities\/career-faculty-early-career-development-program\u0022\u003ENSF CAREER Awards\u003C\/a\u003E are prestigious federal grants given to early career academic faculty and are widely recognized as a career defining moment. Li\u2019s project will be conducted in the School of Cybersecurity and Privacy as well as the School of Electrical and Computer Engineering.\u0026nbsp;\u003C\/p\u003E\u003C\/div\u003E\u003C\/div\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EAlthough they are currently essential to online security and privacy, the days of relying on password protection may be numbered, thanks to Assistant Professor \u003Cstrong\u003EFrank Li\u003C\/strong\u003E and his National Science Foundation (NSF) CAREER Award project.\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Although they are currently essential to online security and privacy, the days of relying on password protection may be numbered, thanks to Assistant Professor Frank Li and his National Science Foundation (NSF) CAREER Award project."}],"uid":"36253","created_gmt":"2025-11-03 14:35:58","changed_gmt":"2025-11-03 14:41:22","author":"John Popham","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2025-11-03T00:00:00-05:00","iso_date":"2025-11-03T00:00:00-05:00","tz":"America\/New_York"},"extras":[],"hg_media":{"678516":{"id":"678516","type":"image","title":"Frank-Li_86A0205-Enhanced-NR-copy.jpg","body":"\u003Cp\u003EAssistant Professor Frank Li standing outside of the Coda Building in Tech Square. \u003Cem\u003EPhotos by Terence Rushin\/College of Computing\u003C\/em\u003E\u003C\/p\u003E","created":"1762180596","gmt_created":"2025-11-03 14:36:36","changed":"1762180596","gmt_changed":"2025-11-03 14:36:36","alt":"A man standing outside in a building breezeway. He is wearing glasses, a blue polo and is smiling.","file":{"fid":"262565","name":"Frank-Li_86A0205-Enhanced-NR-copy.jpg","image_path":"\/sites\/default\/files\/2025\/11\/03\/Frank-Li_86A0205-Enhanced-NR-copy.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2025\/11\/03\/Frank-Li_86A0205-Enhanced-NR-copy.jpg","mime":"image\/jpeg","size":1195801,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2025\/11\/03\/Frank-Li_86A0205-Enhanced-NR-copy.jpg?itok=4KqQsNnG"}}},"media_ids":["678516"],"groups":[{"id":"47223","name":"College of Computing"},{"id":"1188","name":"Research Horizons"},{"id":"660367","name":"School of Cybersecurity and Privacy"}],"categories":[{"id":"153","name":"Computer Science\/Information Technology and Security"},{"id":"135","name":"Research"}],"keywords":[],"core_research_areas":[{"id":"145171","name":"Cybersecurity"}],"news_room_topics":[],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003EJohn Popham\u0026nbsp;Communications Officer II | School of Cybersecurity and Privacy\u003C\/p\u003E","format":"limited_html"}],"email":["jpopham3@gatech.edu"],"slides":[],"orientation":[],"userdata":""}}}