{"674159":{"#nid":"674159","#data":{"type":"event","title":"CSIP Seminar | Differential Equations for Continuous-Time Deep Learning","body":[{"value":"\u003Cp\u003E\u003Cstrong\u003EDate:\u003C\/strong\u003E\u0026nbsp;Friday, April 19,\u0026nbsp;2024\u003C\/p\u003E\r\n\r\n\u003Cp\u003E\u003Cstrong\u003ETime:\u003C\/strong\u003E\u0026nbsp;3:00 p.m. - 4:00 p.m.\u003C\/p\u003E\r\n\r\n\u003Cp\u003E\u003Cstrong\u003ELocation:\u0026nbsp;\u003C\/strong\u003ECentergy Building 5126.\u0026nbsp;The associated zoom link is:\u0026nbsp;\u003Ca href=\u0022https:\/\/gatech.zoom.us\/j\/96519281318\u0022\u003Ehttps:\/\/gatech.zoom.us\/j\/96519281318\u003C\/a\u003E\u003C\/p\u003E\r\n\r\n\u003Cp\u003E\u003Cstrong\u003ESpeaker:\u003C\/strong\u003E\u0026nbsp;Lars Ruthotto\u003C\/p\u003E\r\n\r\n\u003Cp\u003E\u003Cstrong\u003ESpeakers\u0027 Title:\u003C\/strong\u003E\u0026nbsp;Emory University\u0026nbsp;Winship Distinguished Research Associate Professor of Mathematics and Computer Science\u003C\/p\u003E\r\n\r\n\u003Cp\u003E\u003Cstrong\u003ESeminar Title:\u003C\/strong\u003E\u0026nbsp;Differential Equations for Continuous-Time Deep Learning\u003C\/p\u003E\r\n\r\n\u003Cp\u003E\u003Cstrong\u003EAbstract:\u0026nbsp;\u003C\/strong\u003EIn this talk, we introduce and survey continuous-time deep learning approaches based on neural ordinary differential equations (neural ODEs) arising in supervised learning, generative modeling, and numerical solution of high-dimensional optimal control problems. We will highlight theoretical advantages and numerical benefits of neural ODEs in deep learning and their use to solve otherwise intractable PDE problems.\u003C\/p\u003E\r\n\r\n\u003Cp\u003E\u003Cstrong\u003EBio: \u003C\/strong\u003ELars Ruthotto\u0026nbsp;am an applied mathematician developing computational methods for machine learning and inverse problems. He is a Winship Distinguished Research Associate Professor in the\u0026nbsp;\u003Ca href=\u0022http:\/\/math.emory.edu\/home\/\u0022 target=\u0022_blank\u0022 title=\u0022http:\/\/math.emory.edu\/home\/\u0022\u003EDepartment of Mathematics\u003C\/a\u003E\u0026nbsp;and the\u0026nbsp;\u003Ca href=\u0022http:\/\/math.emory.edu\/home\/\u0022 target=\u0022_blank\u0022 title=\u0022http:\/\/math.emory.edu\/home\/\u0022\u003EDepartment of Computer Science\u003C\/a\u003E\u0026nbsp;at Emory University and a member of Emory\u2019s\u0026nbsp;\u003Ca href=\u0022http:\/\/www.mathcs.emory.edu\/Research\/Area\/ScientificComputing\/\u0022 target=\u0022_blank\u0022 title=\u0022http:\/\/www.mathcs.emory.edu\/Research\/Area\/ScientificComputing\/\u0022\u003EScientific Computing Group\u003C\/a\u003E. Ruthotto lead the\u0026nbsp;\u003Ca href=\u0022http:\/\/www.math.emory.edu\/site\/cmds-reuret\/\u0022 target=\u0022_blank\u0022 title=\u0022http:\/\/www.math.emory.edu\/site\/cmds-reuret\/\u0022\u003EEmory REU\/RET site for Computational Mathematics for Data Science\u003C\/a\u003E. Prior to joining Emory, he was a postdoc at the University of British Columbia, and held Ph.D positions at the\u0026nbsp;\u003Ca href=\u0022https:\/\/www.mic.uni-luebeck.de\/about-us.html\u0022 target=\u0022_blank\u0022 title=\u0022https:\/\/www.mic.uni-luebeck.de\/about-us.html\u0022\u003EUniversity of L\u00fcbeck\u003C\/a\u003E\u0026nbsp;and the\u0026nbsp;\u003Ca href=\u0022https:\/\/www.uni-muenster.de\/de\/\u0022 target=\u0022_blank\u0022 title=\u0022https:\/\/www.uni-muenster.de\/de\/\u0022\u003EUniversity of M\u00fcnster\u003C\/a\u003E.\u003C\/p\u003E\r\n\r\n\u003Cp\u003E\u0026nbsp;\u003C\/p\u003E\r\n","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EDr. Lars Ruthotto, a Winship Distinguished Research Associate Professor in the Departments of Mathematics and Computer Science at Emory University, will present the CSIP Seminar, \u0022Differential Equations for Continuous-Time Deep Learning\u0022 on April 19, 2024.\u003C\/p\u003E\r\n","format":"limited_html"}],"field_summary_sentence":[{"value":"Dr. Lars Ruthotto, a Winship Distinguished Research Associate Professor in the Departments of Mathematics and Computer Science at Emory University, will present the CSIP Seminar, \u0022Differential Equations for Continuous-Time Deep Learning\u0022 on April 19, 2024"}],"uid":"36558","created_gmt":"2024-04-12 14:03:46","changed_gmt":"2024-04-12 14:10:00","author":"zwiniecki3","boilerplate_text":"","field_publication":"","field_article_url":"","field_event_time":{"event_time_start":"2024-04-19T15:00:00-04:00","event_time_end":"2024-04-19T16:00:00-04:00","event_time_end_last":"2024-04-19T16:00:00-04:00","gmt_time_start":"2024-04-19 19:00:00","gmt_time_end":"2024-04-19 20:00:00","gmt_time_end_last":"2024-04-19 20:00:00","rrule":null,"timezone":"America\/New_York"},"location":"Centergy Building, 5126","extras":[],"hg_media":{"673696":{"id":"673696","type":"image","title":"avatar_hudcc9dea7fd37dab763ab53c3b3a48855_1572349_270x270_fill_q90_lanczos_center.jpeg","body":null,"created":"1712930632","gmt_created":"2024-04-12 14:03:52","changed":"1712930632","gmt_changed":"2024-04-12 14:03:52","alt":"Lars Ruthotto","file":{"fid":"257125","name":"avatar_hudcc9dea7fd37dab763ab53c3b3a48855_1572349_270x270_fill_q90_lanczos_center.jpeg","image_path":"\/sites\/default\/files\/2024\/04\/12\/avatar_hudcc9dea7fd37dab763ab53c3b3a48855_1572349_270x270_fill_q90_lanczos_center.jpeg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2024\/04\/12\/avatar_hudcc9dea7fd37dab763ab53c3b3a48855_1572349_270x270_fill_q90_lanczos_center.jpeg","mime":"image\/jpeg","size":21005,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2024\/04\/12\/avatar_hudcc9dea7fd37dab763ab53c3b3a48855_1572349_270x270_fill_q90_lanczos_center.jpeg?itok=UnD9MhZi"}}},"media_ids":["673696"],"groups":[{"id":"1255","name":"School of Electrical and Computer Engineering"}],"categories":[],"keywords":[{"id":"109581","name":"deep learning"}],"core_research_areas":[],"news_room_topics":[],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003EGhazal Kaviani\u003C\/p\u003E\r\n\r\n\u003Cp\u003Egkaviani3@gatech.edu\u003C\/p\u003E\r\n","format":"limited_html"}],"email":[],"slides":[],"orientation":[],"userdata":""}}}