<nodes> <node id="691530">  <title><![CDATA[Machine Learning Seminar Series Fall 2026 | | 3D Mechanical Shape as Code: Toward an Agentic Future for Engineering]]></title>  <uid>27863</uid>  <body><![CDATA[<p><strong>Abstract: </strong>For decades, 3D mechanical design has relied on boundary representation (B-rep), a static description of geometry that underpins modern CAD, simulation, and manufacturing. While powerful, this paradigm has also produced engineering workflows dominated by graphical interfaces, manual operations, and disconnected software tools. This creates a fundamental bottleneck for modern agentic AI, as mechanical design and engineering still lack the programmable infrastructure needed for AI systems to interact with, reason about, and modify complex 3D designs. This raises a simple question: what if engineering design were treated as code? In this talk, I explore the idea of representing 3D CAD models as executable programs rather than direct static geometry. Programmatic representations expose the structure and logic of how designs are constructed, enabling automation and providing a natural foundation for training foundational generative AI models that can generate functional mechanical designs. I will briefly revisit earlier attempts at intelligent design systems and discuss how recent advances in artificial intelligence open the door to a new generation of AI-native engineering software. The discussion focuses on 3D mechanical design but points toward a broader future in which engineering workflows become programmable, generative, and AI-native.</p><p>&nbsp;</p><p><strong>Bio: </strong>Ferdous Alam is an Assistant Professor in the George W. Woodruff School of Mechanical Engineering at the Georgia Institute of Technology and an affiliated faculty member of ML@GT. He is also a core faculty member at the Institute for Robotics and Intelligent Machines (IRIM). He leads the Inference Lab, where his research focuses on the computational foundations of AI-driven engineering design and robotic manufacturing, including generative modeling of mechanical systems, representation learning for 3D geometry, and robot learning for manufacturing tasks. Before joining Georgia Tech, Dr. Alam was a postdoctoral researcher at MIT, and he previously received his PhD from The Ohio State University. His research has been recognized with several Best Paper Awards at leading ASME conferences, as well as the Google Research Scholar Award in Applied Science.</p><p>&nbsp;</p><h4><strong>For CODA guest access, please contact shatcher8@gatech.edu at least 2 business days prior to the event.</strong></h4>]]></body>  <author>Christa Ernst</author>  <status>1</status>  <created>1786110452</created>  <gmt_created>2026-08-07 13:47:32</gmt_created>  <changed>1786631608</changed>  <gmt_changed>2026-08-13 14:33:28</gmt_changed>  <promote>0</promote>  <sticky>0</sticky>  <teaser><![CDATA[Featuring | Ferdous Alam, Georgia Institute of Technology – George W. Woodruff School of Mechanical Engineering]]></teaser>  <type>event</type>  <sentence><![CDATA[Featuring | Ferdous Alam, Georgia Institute of Technology – George W. Woodruff School of Mechanical Engineering]]></sentence>  <summary><![CDATA[<p><strong>All Seminars Held 12pm - 1pm in CODA</strong></p>]]></summary>  <start>2026-09-02T12:00:00-04:00</start>  <end>2026-09-02T13:00:00-04:00</end>  <end_last>2026-09-02T13:00:00-04:00</end_last>  <gmt_start>2026-09-02 16:00:00</gmt_start>  <gmt_end>2026-09-02 17:00:00</gmt_end>  <gmt_end_last>2026-09-02 17:00:00</gmt_end_last>  <times>    <item>      <value>2026-09-02T12:00:00-04:00</value>      <value2>2026-09-02T13:00:00-04:00</value2>      <rrule><![CDATA[  ]]></rrule>      <timezone>America/New_York</timezone>      <timezone_db>America/New_York</timezone_db>      <date_type>datetime</date_type>    </item>  </times>  <gmt_times>    <item>      <value>2026-09-02 12:00:00</value>      <value2>2026-09-02 01:00:00</value2>      <rrule><![CDATA[  ]]></rrule>      <timezone>America/New_York</timezone>      <timezone_db>America/New_York</timezone_db>      <date_type>datetime</date_type>    </item>  </gmt_times>  <phone><![CDATA[]]></phone>  <url><![CDATA[https://ml.gatech.edu/seminars]]></url>  <location_url>    <url><![CDATA[https://ml.gatech.edu/seminars]]></url>    <title><![CDATA[Machine Learning @ GT]]></title>  </location_url>  <email><![CDATA[]]></email>  <contact><![CDATA[<p>For CODA guest access, please contact shatcher8@gatech.edu at least 2 business days prior to the event.</p>]]></contact>  <fee><![CDATA[N/A]]></fee>  <extras>      </extras>  <location><![CDATA[CODA Building 9th floor Atrium &amp; Virtual]]></location>  <media>      </media>  <hg_media>      </hg_media>  <boilerplate></boilerplate>  <boilerplate_text><![CDATA[]]></boilerplate_text>  <sidebar><![CDATA[]]></sidebar>  <related>          <link>        <url><![CDATA[https://inferencelab.io/]]></url>        <title><![CDATA[PI Lab ]]></title>      </link>      </related>  <files>      </files>  <groups>          <group id="322011"><![CDATA[College of Computing Events]]></group>          <group id="545781"><![CDATA[Institute for Data Engineering and Science]]></group>          <group id="142761"><![CDATA[IRIM]]></group>      </groups>  <categories>          <category tid="1795"><![CDATA[Seminar/Lecture/Colloquium]]></category>      </categories>  <event_terms>          <term tid="1795"><![CDATA[Seminar/Lecture/Colloquium]]></term>      </event_terms>  <event_audience>          <term tid="194945"><![CDATA[Alumni]]></term>          <term tid="78761"><![CDATA[Faculty/Staff]]></term>          <term tid="177814"><![CDATA[Postdoc]]></term>          <term tid="78771"><![CDATA[Public]]></term>          <term tid="174045"><![CDATA[Graduate students]]></term>          <term tid="78751"><![CDATA[Undergraduate students]]></term>      </event_audience>  <keywords>          <keyword tid="187023"><![CDATA[go-data]]></keyword>          <keyword tid="188087"><![CDATA[go-irim]]></keyword>          <keyword tid="654"><![CDATA[College of Computing]]></keyword>          <keyword tid="9167"><![CDATA[machine learning]]></keyword>          <keyword tid="541"><![CDATA[Mechanical Engineering]]></keyword>      </keywords>  <userdata><![CDATA[]]></userdata></node><node id="691537">  <title><![CDATA[Machine Learning Seminar Series Fall 2026 | Session VII]]></title>  <uid>27863</uid>  <body><![CDATA[<p><strong>Abstract:</strong> TBA</p><p>&nbsp;</p><p><strong>Bio:</strong> Enric Boix-Adsera is an assistant professor of statistics and data science. His parents are originally from Barcelona, and he grew up mostly in Princeton, New Jersey. Before coming to Wharton, he earned a doctorate in electrical engineering and computer science from MIT.</p><p>Boix-Adsera studies the learning processes of artificial intelligence models, such as ChatGPT, with the goal of improving their efficiency and reliability.</p><p>&nbsp;</p><h4>&nbsp;<strong>For CODA guest access, please contact </strong><a href="mailto:shatcher8@gatech.edu"><strong>shatcher8@gatech.edu</strong></a><strong> at least 2 business days prior to the event.</strong></h4>]]></body>  <author>Christa Ernst</author>  <status>1</status>  <created>1786113092</created>  <gmt_created>2026-08-07 14:31:32</gmt_created>  <changed>1786630703</changed>  <gmt_changed>2026-08-13 14:18:23</gmt_changed>  <promote>0</promote>  <sticky>0</sticky>  <teaser><![CDATA[Featuring | Enric Boix, Wharton School at University of Pennsylvania – Department of Statistics and Data Science]]></teaser>  <type>event</type>  <sentence><![CDATA[Featuring | Enric Boix, Wharton School at University of Pennsylvania – Department of Statistics and Data Science]]></sentence>  <summary><![CDATA[<p>&nbsp;</p><p><strong>All Seminars Held 12pm - 1pm in CODA</strong></p>]]></summary>  <start>2026-12-02T12:00:00-05:00</start>  <end>2026-12-02T13:00:00-05:00</end>  <end_last>2026-12-02T13:00:00-05:00</end_last>  <gmt_start>2026-12-02 17:00:00</gmt_start>  <gmt_end>2026-12-02 18:00:00</gmt_end>  <gmt_end_last>2026-12-02 18:00:00</gmt_end_last>  <times>    <item>      <value>2026-12-02T12:00:00-05:00</value>      <value2>2026-12-02T13:00:00-05:00</value2>      <rrule><![CDATA[  ]]></rrule>      <timezone>America/New_York</timezone>      <timezone_db>America/New_York</timezone_db>      <date_type>datetime</date_type>    </item>  </times>  <gmt_times>    <item>      <value>2026-12-02 12:00:00</value>      <value2>2026-12-02 01:00:00</value2>      <rrule><![CDATA[  ]]></rrule>      <timezone>America/New_York</timezone>      <timezone_db>America/New_York</timezone_db>      <date_type>datetime</date_type>    </item>  </gmt_times>  <phone><![CDATA[]]></phone>  <url><![CDATA[]]></url>  <location_url>    <url><![CDATA[]]></url>    <title><![CDATA[]]></title>  </location_url>  <email><![CDATA[]]></email>  <contact><![CDATA[<p><strong>For CODA guest access, please contact </strong><a href="mailto:shatcher8@gatech.edu"><strong>shatcher8@gatech.edu</strong></a><strong> at least 2 business days prior to the event.</strong></p>]]></contact>  <fee><![CDATA[N/A]]></fee>  <extras>      </extras>  <location><![CDATA[CODA Building 9th floor Atrium &amp; Virtual]]></location>  <media>      </media>  <hg_media>      </hg_media>  <boilerplate></boilerplate>  <boilerplate_text><![CDATA[]]></boilerplate_text>  <sidebar><![CDATA[]]></sidebar>  <related>          <link>        <url><![CDATA[https://eboix.github.io/]]></url>        <title><![CDATA[PI Website]]></title>      </link>      </related>  <files>      </files>  <groups>          <group id="322011"><![CDATA[College of Computing Events]]></group>          <group id="1278"><![CDATA[College of Sciences]]></group>          <group id="545781"><![CDATA[Institute for Data Engineering and Science]]></group>          <group id="142761"><![CDATA[IRIM]]></group>      </groups>  <categories>          <category tid="1795"><![CDATA[Seminar/Lecture/Colloquium]]></category>      </categories>  <event_terms>          <term tid="1795"><![CDATA[Seminar/Lecture/Colloquium]]></term>      </event_terms>  <event_audience>          <term tid="194945"><![CDATA[Alumni]]></term>          <term tid="78761"><![CDATA[Faculty/Staff]]></term>          <term tid="177814"><![CDATA[Postdoc]]></term>          <term tid="78771"><![CDATA[Public]]></term>          <term tid="174045"><![CDATA[Graduate students]]></term>          <term tid="78751"><![CDATA[Undergraduate students]]></term>      </event_audience>  <keywords>          <keyword tid="9167"><![CDATA[machine learning]]></keyword>          <keyword tid="654"><![CDATA[College of Computing]]></keyword>          <keyword tid="187023"><![CDATA[go-data]]></keyword>          <keyword tid="188087"><![CDATA[go-irim]]></keyword>      </keywords>  <userdata><![CDATA[]]></userdata></node><node id="691535">  <title><![CDATA[Machine Learning Seminar Series Fall 2026 | Session VI]]></title>  <uid>27863</uid>  <body><![CDATA[<p><strong>Abstract: </strong>TBA</p><p>&nbsp;</p><p><strong>Bio: &nbsp;</strong>Hal Daumé III is a professor of computer science with appointments in the Maryland Language Science Center and the University of Maryland Institute for Advanced Computer Studies, where he is also the director of TRAILS. In addition to fairness and natural language processing, his research focuses on understanding computational properties of learning and language as well as trustworthy AI.</p><h4>&nbsp;</h4><h4><strong>For CODA guest access, please contact </strong><a href="mailto:shatcher8@gatech.edu"><strong>shatcher8@gatech.edu</strong></a><strong> at least 2 business days prior to the event.</strong></h4>]]></body>  <author>Christa Ernst</author>  <status>1</status>  <created>1786112742</created>  <gmt_created>2026-08-07 14:25:42</gmt_created>  <changed>1786630623</changed>  <gmt_changed>2026-08-13 14:17:03</gmt_changed>  <promote>0</promote>  <sticky>0</sticky>  <teaser><![CDATA[Featuring | Hal Daumé, University of Maryland – Department of Computer Science]]></teaser>  <type>event</type>  <sentence><![CDATA[Featuring | Hal Daumé, University of Maryland – Department of Computer Science]]></sentence>  <summary><![CDATA[<p><strong>All Seminars Held 12pm - 1pm in CODA</strong></p>]]></summary>  <start>2026-11-11T12:00:00-05:00</start>  <end>2026-11-11T13:00:00-05:00</end>  <end_last>2026-11-11T13:00:00-05:00</end_last>  <gmt_start>2026-11-11 17:00:00</gmt_start>  <gmt_end>2026-11-11 18:00:00</gmt_end>  <gmt_end_last>2026-11-11 18:00:00</gmt_end_last>  <times>    <item>      <value>2026-11-11T12:00:00-05:00</value>      <value2>2026-11-11T13:00:00-05:00</value2>      <rrule><![CDATA[  ]]></rrule>      <timezone>America/New_York</timezone>      <timezone_db>America/New_York</timezone_db>      <date_type>datetime</date_type>    </item>  </times>  <gmt_times>    <item>      <value>2026-11-11 12:00:00</value>      <value2>2026-11-11 01:00:00</value2>      <rrule><![CDATA[  ]]></rrule>      <timezone>America/New_York</timezone>      <timezone_db>America/New_York</timezone_db>      <date_type>datetime</date_type>    </item>  </gmt_times>  <phone><![CDATA[]]></phone>  <url><![CDATA[]]></url>  <location_url>    <url><![CDATA[]]></url>    <title><![CDATA[]]></title>  </location_url>  <email><![CDATA[]]></email>  <contact><![CDATA[<p><strong>For CODA guest access, please contact </strong><a href="mailto:shatcher8@gatech.edu"><strong>shatcher8@gatech.edu</strong></a><strong> at least 2 business days prior to the event.</strong></p>]]></contact>  <fee><![CDATA[N/A]]></fee>  <extras>      </extras>  <location><![CDATA[CODA Building 9th floor Atrium &amp; Virtual]]></location>  <media>      </media>  <hg_media>      </hg_media>  <boilerplate></boilerplate>  <boilerplate_text><![CDATA[]]></boilerplate_text>  <sidebar><![CDATA[]]></sidebar>  <related>          <link>        <url><![CDATA[https://www.trails.umd.edu/daume]]></url>        <title><![CDATA[Lab Website]]></title>      </link>      </related>  <files>      </files>  <groups>          <group id="322011"><![CDATA[College of Computing Events]]></group>          <group id="1278"><![CDATA[College of Sciences]]></group>          <group id="545781"><![CDATA[Institute for Data Engineering and Science]]></group>          <group id="142761"><![CDATA[IRIM]]></group>      </groups>  <categories>          <category tid="1795"><![CDATA[Seminar/Lecture/Colloquium]]></category>      </categories>  <event_terms>          <term tid="1795"><![CDATA[Seminar/Lecture/Colloquium]]></term>      </event_terms>  <event_audience>          <term tid="194945"><![CDATA[Alumni]]></term>          <term tid="78761"><![CDATA[Faculty/Staff]]></term>          <term tid="177814"><![CDATA[Postdoc]]></term>          <term tid="78771"><![CDATA[Public]]></term>          <term tid="174045"><![CDATA[Graduate students]]></term>          <term tid="78751"><![CDATA[Undergraduate students]]></term>      </event_audience>  <keywords>          <keyword tid="9167"><![CDATA[machine learning]]></keyword>          <keyword tid="187023"><![CDATA[go-data]]></keyword>          <keyword tid="654"><![CDATA[College of Computing]]></keyword>          <keyword tid="188087"><![CDATA[go-irim]]></keyword>          <keyword tid="193860"><![CDATA[Artifical Intelligence]]></keyword>      </keywords>  <userdata><![CDATA[]]></userdata></node><node id="691559">  <title><![CDATA[IRIM Fall 2026 Seminar Series VII]]></title>  <uid>27863</uid>  <body><![CDATA[<p><strong>Abstract:</strong> TBA</p><p>&nbsp;</p><p><strong>Bio: </strong>Jeremy D. Brown, the John C. Malone Assistant Professor in the Department of Mechanical Engineering, explores the interface between humans and robotics, with a specific focus on medical applications and haptic feedback.</p><p>Brown’s research sits at the intersection of engineering, biomechatronics, medicine, and psychophysics. He develops novel haptic interfaces for upper-limb prosthetics and minimally invasive surgical robotics. Applications of this research include giving amputees a sense of touch through their prostheses ,and helping surgeons use surgical robots to improve their accuracy and precision when performing delicate procedures.</p>]]></body>  <author>Christa Ernst</author>  <status>1</status>  <created>1786124454</created>  <gmt_created>2026-08-07 17:40:54</gmt_created>  <changed>1786124633</changed>  <gmt_changed>2026-08-07 17:43:53</gmt_changed>  <promote>0</promote>  <sticky>0</sticky>  <teaser><![CDATA[Featuring |  Jeremy D. Brown - John C. Malone Associate Professor, Department of Mechanical Engineering, Johns Hopkins University]]></teaser>  <type>event</type>  <sentence><![CDATA[Featuring |  Jeremy D. Brown - John C. Malone Associate Professor, Department of Mechanical Engineering, Johns Hopkins University]]></sentence>  <summary><![CDATA[<p><strong>All Seminars Held on Wednesdays 12:15 - 1:15pm</strong></p>]]></summary>  <start>2026-11-18T12:15:00-05:00</start>  <end>2026-11-18T13:15:00-05:00</end>  <end_last>2026-11-18T13:15:00-05:00</end_last>  <gmt_start>2026-11-18 17:15:00</gmt_start>  <gmt_end>2026-11-18 18:15:00</gmt_end>  <gmt_end_last>2026-11-18 18:15:00</gmt_end_last>  <times>    <item>      <value>2026-11-18T12:15:00-05:00</value>      <value2>2026-11-18T13:15:00-05:00</value2>      <rrule><![CDATA[  ]]></rrule>      <timezone>America/New_York</timezone>      <timezone_db>America/New_York</timezone_db>      <date_type>datetime</date_type>    </item>  </times>  <gmt_times>    <item>      <value>2026-11-18 12:15:00</value>      <value2>2026-11-18 01:15:00</value2>      <rrule><![CDATA[  ]]></rrule>      <timezone>America/New_York</timezone>      <timezone_db>America/New_York</timezone_db>      <date_type>datetime</date_type>    </item>  </gmt_times>  <phone><![CDATA[]]></phone>  <url><![CDATA[]]></url>  <location_url>    <url><![CDATA[]]></url>    <title><![CDATA[]]></title>  </location_url>  <email><![CDATA[]]></email>  <contact><![CDATA[<p><a href="mailto:christa.ernst@research.gatech.edu">christa.ernst@research.gatech.edu</a></p><p>&nbsp;</p>]]></contact>  <fee><![CDATA[N/A]]></fee>  <extras>          <extra><![CDATA[free_food]]></extra>      </extras>  <location><![CDATA[Klaus 1116 E&amp;W]]></location>  <media>      </media>  <hg_media>      </hg_media>  <boilerplate></boilerplate>  <boilerplate_text><![CDATA[]]></boilerplate_text>  <sidebar><![CDATA[]]></sidebar>  <related>          <link>        <url><![CDATA[https://hamr.lcsr.jhu.edu/]]></url>        <title><![CDATA[PI Website]]></title>      </link>      </related>  <files>      </files>  <groups>          <group id="1278"><![CDATA[College of Sciences]]></group>          <group id="142761"><![CDATA[IRIM]]></group>      </groups>  <categories>          <category tid="1795"><![CDATA[Seminar/Lecture/Colloquium]]></category>      </categories>  <event_terms>          <term tid="1795"><![CDATA[Seminar/Lecture/Colloquium]]></term>      </event_terms>  <event_audience>          <term tid="194945"><![CDATA[Alumni]]></term>          <term tid="78761"><![CDATA[Faculty/Staff]]></term>          <term tid="177814"><![CDATA[Postdoc]]></term>          <term tid="78771"><![CDATA[Public]]></term>          <term tid="174045"><![CDATA[Graduate students]]></term>          <term tid="78751"><![CDATA[Undergraduate students]]></term>      </event_audience>  <keywords>          <keyword tid="188087"><![CDATA[go-irim]]></keyword>          <keyword tid="108031"><![CDATA[College of Engineering; Coulter Department of Biomedical Engineering]]></keyword>          <keyword tid="78681"><![CDATA[medical robotics]]></keyword>      </keywords>  <userdata><![CDATA[]]></userdata></node><node id="691558">  <title><![CDATA[IRIM Fall 2026 Seminar Series VI]]></title>  <uid>27863</uid>  <body><![CDATA[<p>Abstract:</p><p>&nbsp;</p><p><strong>Bio:</strong> Tapomayukh "Tapo" Bhattacharjee is an Assistant Professor in the Department of Computer Science at Cornell University where he directs the EmPRISE Lab (<a href="https://emprise.cs.cornell.edu/" target="_blank">https://emprise.cs.cornell.edu/</a>). He completed his Ph.D. in Robotics from Georgia Institute of Technology and was an NIH Ruth L. Kirschstein NRSA postdoctoral research associate in Computer Science &amp; Engineering at the University of Washington. His primary research interests are in the area of physical robot caregiving and physical human-robot interaction. He is the recipient of TRI Young Faculty Researcher Award'24, NSF CAREER Award'23, AFCEA 40 under 40 Award'22, and his work has won Best Systems Paper Award at HRI’26, Best Paper Award at RSS’25, Best Paper and Student Paper Award Finalist and Best HRI Paper Award Finalist at ICRA’25, Best Systems Paper Award Finalist at HRI'24, Best Demo Award at HRI'24, Best RoboCup Paper Award at IROS’22, Best Paper Award Finalist and ABB Best Student Paper Award Finalist at IROS’22, Best Technical Advances Paper Award at HRI'19, and Best Demonstration Award at NeurIPS’18. His work has also been featured in many media outlets including the BBC, Reuters, New York Times, IEEE Spectrum, and GeekWire and his robot-assisted feeding work was selected to be one of the best interactive designs of 2019 by Fast Company.&nbsp;</p>]]></body>  <author>Christa Ernst</author>  <status>1</status>  <created>1786123807</created>  <gmt_created>2026-08-07 17:30:07</gmt_created>  <changed>1786124038</changed>  <gmt_changed>2026-08-07 17:33:58</gmt_changed>  <promote>0</promote>  <sticky>0</sticky>  <teaser><![CDATA[Featuring | Tapomayukh "Tapo" Bhattacharjee - Assistant Professor, Department of Computer Science, Cornell University ]]></teaser>  <type>event</type>  <sentence><![CDATA[Featuring | Tapomayukh "Tapo" Bhattacharjee - Assistant Professor, Department of Computer Science, Cornell University ]]></sentence>  <summary><![CDATA[<p><strong>All Seminars Held on Wednesdays 12:15 - 1:15pm</strong></p>]]></summary>  <start>2026-11-04T12:15:00-05:00</start>  <end>2026-11-04T13:15:00-05:00</end>  <end_last>2026-11-04T13:15:00-05:00</end_last>  <gmt_start>2026-11-04 17:15:00</gmt_start>  <gmt_end>2026-11-04 18:15:00</gmt_end>  <gmt_end_last>2026-11-04 18:15:00</gmt_end_last>  <times>    <item>      <value>2026-11-04T12:15:00-05:00</value>      <value2>2026-11-04T13:15:00-05:00</value2>      <rrule><![CDATA[  ]]></rrule>      <timezone>America/New_York</timezone>      <timezone_db>America/New_York</timezone_db>      <date_type>datetime</date_type>    </item>  </times>  <gmt_times>    <item>      <value>2026-11-04 12:15:00</value>      <value2>2026-11-04 01:15:00</value2>      <rrule><![CDATA[  ]]></rrule>      <timezone>America/New_York</timezone>      <timezone_db>America/New_York</timezone_db>      <date_type>datetime</date_type>    </item>  </gmt_times>  <phone><![CDATA[]]></phone>  <url><![CDATA[]]></url>  <location_url>    <url><![CDATA[]]></url>    <title><![CDATA[]]></title>  </location_url>  <email><![CDATA[]]></email>  <contact><![CDATA[<p><a href="mailto:christa.ernst@research.gatech.edu">christa.ernst@research.gatech.edu</a></p>]]></contact>  <fee><![CDATA[N/A]]></fee>  <extras>          <extra><![CDATA[free_food]]></extra>      </extras>  <location><![CDATA[CODA - Atrium (9th floor)]]></location>  <media>      </media>  <hg_media>      </hg_media>  <boilerplate></boilerplate>  <boilerplate_text><![CDATA[]]></boilerplate_text>  <sidebar><![CDATA[]]></sidebar>  <related>          <link>        <url><![CDATA[https://emprise.cs.cornell.edu/]]></url>        <title><![CDATA[PI Website]]></title>      </link>      </related>  <files>      </files>  <groups>          <group id="1278"><![CDATA[College of Sciences]]></group>          <group id="142761"><![CDATA[IRIM]]></group>      </groups>  <categories>          <category tid="1795"><![CDATA[Seminar/Lecture/Colloquium]]></category>      </categories>  <event_terms>          <term tid="1795"><![CDATA[Seminar/Lecture/Colloquium]]></term>      </event_terms>  <event_audience>          <term tid="194945"><![CDATA[Alumni]]></term>          <term tid="78761"><![CDATA[Faculty/Staff]]></term>          <term tid="177814"><![CDATA[Postdoc]]></term>          <term tid="78771"><![CDATA[Public]]></term>          <term tid="174045"><![CDATA[Graduate students]]></term>          <term tid="78751"><![CDATA[Undergraduate students]]></term>      </event_audience>  <keywords>          <keyword tid="188087"><![CDATA[go-irim]]></keyword>          <keyword tid="11230"><![CDATA[Human Robot Interaction]]></keyword>          <keyword tid="52491"><![CDATA[human centered computing; human robot interaction]]></keyword>          <keyword tid="654"><![CDATA[College of Computing]]></keyword>          <keyword tid="189814"><![CDATA[go-researchevents]]></keyword>      </keywords>  <userdata><![CDATA[]]></userdata></node><node id="691555">  <title><![CDATA[IRIM Fall 2026 Seminar Series V]]></title>  <uid>27863</uid>  <body><![CDATA[<p><strong>Abstract: </strong>TBA<br>&nbsp;</p><p><strong>Bio: </strong>Nadia Figueroa is the Shalini and Rajeev Misra Presidential Assistant Professor of Mechanical Engineering and Applied Mechanics at the University of Pennsylvania, with secondary appointments in Computer and Information Science and Electrical and Systems Engineering. She is also a core faculty member of the GRASP Lab. Before joining Penn, she was a Postdoctoral Associate in the Interactive Robotics Group at the Massachusetts Institute of Technology (MIT). She earned her Ph.D. in Robotics, Control, and Intelligent Systems from the Swiss Federal Institute of Technology in Lausanne (EPFL) and previously conducted research at the Robotics and Mechatronics Institute of the German Aerospace Center (DLR) and at NYU Abu Dhabi. She holds a B.Sc. in Mechatronics Engineering from Tecnológico de Monterrey and an M.Sc. in Automation and Robotics from TU Dortmund. Her research focuses on developing integrated learning, control, and estimation algorithms that enable fluid human-robot training, co-existence and collaboration with formal guarantees of safety, efficiency, and robustness. Her work bridges control theory, machine learning, AI, perception, and biomechanics through the lens of physical human-robot interaction. She is a recipient of a 2025 NSF CAREER Award, a finalist for the 2020 Georges Giralt Best Ph.D. and 2017 KUKA Innovation Awards, and has received multiple best paper honors at leading robotics venues such as ICRA, RSS and T-RO.</p>]]></body>  <author>Christa Ernst</author>  <status>1</status>  <created>1786123387</created>  <gmt_created>2026-08-07 17:23:07</gmt_created>  <changed>1786123557</changed>  <gmt_changed>2026-08-07 17:25:57</gmt_changed>  <promote>0</promote>  <sticky>0</sticky>  <teaser><![CDATA[Featuring | Nadia Figueroa - Shalini and Rajeev Misra Presidential Assistant Professor of Mechanical Engineering and Applied Mechanics, University of Pennsylvania]]></teaser>  <type>event</type>  <sentence><![CDATA[Featuring | Nadia Figueroa - Shalini and Rajeev Misra Presidential Assistant Professor of Mechanical Engineering and Applied Mechanics, University of Pennsylvania]]></sentence>  <summary><![CDATA[<p><strong>All Seminars Held on Wednesdays 12:15 - 1:15pm</strong></p>]]></summary>  <start>2026-10-21T12:15:00-04:00</start>  <end>2026-10-21T13:15:00-04:00</end>  <end_last>2026-10-21T13:15:00-04:00</end_last>  <gmt_start>2026-10-21 16:15:00</gmt_start>  <gmt_end>2026-10-21 17:15:00</gmt_end>  <gmt_end_last>2026-10-21 17:15:00</gmt_end_last>  <times>    <item>      <value>2026-10-21T12:15:00-04:00</value>      <value2>2026-10-21T13:15:00-04:00</value2>      <rrule><![CDATA[  ]]></rrule>      <timezone>America/New_York</timezone>      <timezone_db>America/New_York</timezone_db>      <date_type>datetime</date_type>    </item>  </times>  <gmt_times>    <item>      <value>2026-10-21 12:15:00</value>      <value2>2026-10-21 01:15:00</value2>      <rrule><![CDATA[  ]]></rrule>      <timezone>America/New_York</timezone>      <timezone_db>America/New_York</timezone_db>      <date_type>datetime</date_type>    </item>  </gmt_times>  <phone><![CDATA[]]></phone>  <url><![CDATA[]]></url>  <location_url>    <url><![CDATA[]]></url>    <title><![CDATA[]]></title>  </location_url>  <email><![CDATA[]]></email>  <contact><![CDATA[<p>christa.ernst@research.gatech.edu</p>]]></contact>  <fee><![CDATA[N/A]]></fee>  <extras>          <extra><![CDATA[free_food]]></extra>      </extras>  <location><![CDATA[Klaus 1116 E&amp;W]]></location>  <media>      </media>  <hg_media>      </hg_media>  <boilerplate></boilerplate>  <boilerplate_text><![CDATA[]]></boilerplate_text>  <sidebar><![CDATA[]]></sidebar>  <related>          <link>        <url><![CDATA[https://nbfigueroa.github.io/]]></url>        <title><![CDATA[PI Website]]></title>      </link>      </related>  <files>      </files>  <groups>          <group id="322011"><![CDATA[College of Computing Events]]></group>          <group id="1278"><![CDATA[College of Sciences]]></group>          <group id="142761"><![CDATA[IRIM]]></group>      </groups>  <categories>          <category tid="1795"><![CDATA[Seminar/Lecture/Colloquium]]></category>      </categories>  <event_terms>          <term tid="1795"><![CDATA[Seminar/Lecture/Colloquium]]></term>      </event_terms>  <event_audience>          <term tid="194945"><![CDATA[Alumni]]></term>          <term tid="78761"><![CDATA[Faculty/Staff]]></term>          <term tid="177814"><![CDATA[Postdoc]]></term>          <term tid="78771"><![CDATA[Public]]></term>          <term tid="174045"><![CDATA[Graduate students]]></term>          <term tid="78751"><![CDATA[Undergraduate students]]></term>      </event_audience>  <keywords>          <keyword tid="188087"><![CDATA[go-irim]]></keyword>          <keyword tid="11230"><![CDATA[Human Robot Interaction]]></keyword>          <keyword tid="9167"><![CDATA[machine learning]]></keyword>          <keyword tid="189814"><![CDATA[go-researchevents]]></keyword>      </keywords>  <userdata><![CDATA[]]></userdata></node><node id="691552">  <title><![CDATA[IRIM Fall 2026 Seminar Series IV]]></title>  <uid>27863</uid>  <body><![CDATA[<p><strong>Abstract:</strong> TBA</p><p><strong>Bio:</strong> Dr. Arash Adel is the founder and director of ARG. He is an assistant professor at the School of Architecture and an associated faculty of the Department of Computer Science at Princeton University. Prior to joining Princeton University in 2023, Adel was an assistant professor of Architecture at the University of Michigan. Adel received his Doctorate in Architecture from the Swiss Federal Institute of Technology (ETH) and his Master’s in Architecture from Harvard University.&nbsp;<br><br>Adel’s research interests include construction robotics, human-robot collaboration, automated building assembly, additive manufacturing, computational design, and STEM education. He is particularly known for his work with novel integrative computational design methods coupled with robotic assembly techniques for manufacturing nonstandard timber buildings and structures. His experience includes numerous widely-published projects such as the DFAB HOUSE located in Dubendorf, Switzerland, and, more recently, the Robotically Fabricated Structure (RFS) timber pavilion sited at the Matthaei Botanical Gardens in Ann Arbor, Michigan, USA.</p>]]></body>  <author>Christa Ernst</author>  <status>1</status>  <created>1786122735</created>  <gmt_created>2026-08-07 17:12:15</gmt_created>  <changed>1786123010</changed>  <gmt_changed>2026-08-07 17:16:50</gmt_changed>  <promote>0</promote>  <sticky>0</sticky>  <teaser><![CDATA[Featuring | Arash Adel - Assistant Professor, School of Architecture & associated faculty, Department of Computer Science, Princeton University.]]></teaser>  <type>event</type>  <sentence><![CDATA[Featuring | Arash Adel - Assistant Professor, School of Architecture & associated faculty, Department of Computer Science, Princeton University.]]></sentence>  <summary><![CDATA[<p><strong>All Seminars Held on Wednesdays 12:15 - 1:15pm</strong></p>]]></summary>  <start>2026-10-07T12:15:00-04:00</start>  <end>2026-10-07T13:15:00-04:00</end>  <end_last>2026-10-07T13:15:00-04:00</end_last>  <gmt_start>2026-10-07 16:15:00</gmt_start>  <gmt_end>2026-10-07 17:15:00</gmt_end>  <gmt_end_last>2026-10-07 17:15:00</gmt_end_last>  <times>    <item>      <value>2026-10-07T12:15:00-04:00</value>      <value2>2026-10-07T13:15:00-04:00</value2>      <rrule><![CDATA[  ]]></rrule>      <timezone>America/New_York</timezone>      <timezone_db>America/New_York</timezone_db>      <date_type>datetime</date_type>    </item>  </times>  <gmt_times>    <item>      <value>2026-10-07 12:15:00</value>      <value2>2026-10-07 01:15:00</value2>      <rrule><![CDATA[  ]]></rrule>      <timezone>America/New_York</timezone>      <timezone_db>America/New_York</timezone_db>      <date_type>datetime</date_type>    </item>  </gmt_times>  <phone><![CDATA[]]></phone>  <url><![CDATA[]]></url>  <location_url>    <url><![CDATA[]]></url>    <title><![CDATA[]]></title>  </location_url>  <email><![CDATA[]]></email>  <contact><![CDATA[<p>christa.ernst@research.gatech.edu</p>]]></contact>  <fee><![CDATA[N/A]]></fee>  <extras>          <extra><![CDATA[free_food]]></extra>      </extras>  <location><![CDATA[Klaus 1116 E&amp;W]]></location>  <media>      </media>  <hg_media>      </hg_media>  <boilerplate></boilerplate>  <boilerplate_text><![CDATA[]]></boilerplate_text>  <sidebar><![CDATA[]]></sidebar>  <related>          <link>        <url><![CDATA[https://www.adelresearchgroup.org/about]]></url>        <title><![CDATA[PI Website]]></title>      </link>      </related>  <files>      </files>  <groups>          <group id="142761"><![CDATA[IRIM]]></group>      </groups>  <categories>          <category tid="1795"><![CDATA[Seminar/Lecture/Colloquium]]></category>      </categories>  <event_terms>          <term tid="1795"><![CDATA[Seminar/Lecture/Colloquium]]></term>      </event_terms>  <event_audience>          <term tid="194945"><![CDATA[Alumni]]></term>          <term tid="78761"><![CDATA[Faculty/Staff]]></term>          <term tid="177814"><![CDATA[Postdoc]]></term>          <term tid="78771"><![CDATA[Public]]></term>          <term tid="174045"><![CDATA[Graduate students]]></term>          <term tid="78751"><![CDATA[Undergraduate students]]></term>      </event_audience>  <keywords>          <keyword tid="188087"><![CDATA[go-irim]]></keyword>          <keyword tid="195241"><![CDATA[Architectural Robotics]]></keyword>          <keyword tid="11230"><![CDATA[Human Robot Interaction]]></keyword>          <keyword tid="186857"><![CDATA[go-gtmi]]></keyword>      </keywords>  <userdata><![CDATA[]]></userdata></node><node id="691544">  <title><![CDATA[IRIM Fall 2026 Seminar Series II ]]></title>  <uid>27863</uid>  <body><![CDATA[<p><strong>Abstract:</strong> TBA</p><p><strong>Bio:</strong> TBA</p>]]></body>  <author>Christa Ernst</author>  <status>1</status>  <created>1786120225</created>  <gmt_created>2026-08-07 16:30:25</gmt_created>  <changed>1786122252</changed>  <gmt_changed>2026-08-07 17:04:12</gmt_changed>  <promote>0</promote>  <sticky>0</sticky>  <teaser><![CDATA[Featuring |  Edelle “Edee” Field-Fote - Director of Spinal Cord Injury Research and the Hulse SCI Research Laboratory, Shepherd Center]]></teaser>  <type>event</type>  <sentence><![CDATA[Featuring |  Edelle “Edee” Field-Fote - Director of Spinal Cord Injury Research and the Hulse SCI Research Laboratory, Shepherd Center]]></sentence>  <summary><![CDATA[<p><strong>All Seminars Held on Wednesdays 12:15 - 1:15pm</strong></p>]]></summary>  <start>2026-09-09T12:15:00-04:00</start>  <end>2026-09-09T13:15:00-04:00</end>  <end_last>2026-09-09T13:15:00-04:00</end_last>  <gmt_start>2026-09-09 16:15:00</gmt_start>  <gmt_end>2026-09-09 17:15:00</gmt_end>  <gmt_end_last>2026-09-09 17:15:00</gmt_end_last>  <times>    <item>      <value>2026-09-09T12:15:00-04:00</value>      <value2>2026-09-09T13:15:00-04:00</value2>      <rrule><![CDATA[  ]]></rrule>      <timezone>America/New_York</timezone>      <timezone_db>America/New_York</timezone_db>      <date_type>datetime</date_type>    </item>  </times>  <gmt_times>    <item>      <value>2026-09-09 12:15:00</value>      <value2>2026-09-09 01:15:00</value2>      <rrule><![CDATA[  ]]></rrule>      <timezone>America/New_York</timezone>      <timezone_db>America/New_York</timezone_db>      <date_type>datetime</date_type>    </item>  </gmt_times>  <phone><![CDATA[]]></phone>  <url><![CDATA[]]></url>  <location_url>    <url><![CDATA[]]></url>    <title><![CDATA[]]></title>  </location_url>  <email><![CDATA[]]></email>  <contact><![CDATA[<p>christa.ernst@research.gatech.edu</p>]]></contact>  <fee><![CDATA[N/A]]></fee>  <extras>          <extra><![CDATA[free_food]]></extra>      </extras>  <location><![CDATA[Klaus 1116 E&amp;W]]></location>  <media>      </media>  <hg_media>      </hg_media>  <boilerplate></boilerplate>  <boilerplate_text><![CDATA[]]></boilerplate_text>  <sidebar><![CDATA[]]></sidebar>  <related>      </related>  <files>      </files>  <groups>          <group id="1278"><![CDATA[College of Sciences]]></group>          <group id="197261"><![CDATA[Institute for Electronics and Nanotechnology]]></group>          <group id="142761"><![CDATA[IRIM]]></group>      </groups>  <categories>          <category tid="1795"><![CDATA[Seminar/Lecture/Colloquium]]></category>      </categories>  <event_terms>          <term tid="1795"><![CDATA[Seminar/Lecture/Colloquium]]></term>      </event_terms>  <event_audience>          <term tid="194945"><![CDATA[Alumni]]></term>          <term tid="78761"><![CDATA[Faculty/Staff]]></term>          <term tid="177814"><![CDATA[Postdoc]]></term>          <term tid="78771"><![CDATA[Public]]></term>          <term tid="174045"><![CDATA[Graduate students]]></term>          <term tid="78751"><![CDATA[Undergraduate students]]></term>      </event_audience>  <keywords>          <keyword tid="188087"><![CDATA[go-irim]]></keyword>          <keyword tid="172970"><![CDATA[go-neuro]]></keyword>          <keyword tid="78681"><![CDATA[medical robotics]]></keyword>          <keyword tid="108031"><![CDATA[College of Engineering; Coulter Department of Biomedical Engineering]]></keyword>      </keywords>  <userdata><![CDATA[]]></userdata></node><node id="691549">  <title><![CDATA[IRIM Fall 2026 Seminar Series III]]></title>  <uid>27863</uid>  <body><![CDATA[<p><strong>Abstract:</strong> TBA</p><p>&nbsp;</p><p><strong>Bio:</strong> Sarah Li is an assistant professor at the Daniel Guggenheim School of Aerospace Engineering, a faculty member of the Institute for Robotics and Intelligent Machines, a faculty member of ML@GT, and an affiliate of the Supply Chain and Logistics Institute at Georgia Tech. Her research advances multi-agent models and algorithms to overcome challenges facing future air and space mobility systems. Her technical work lies at the intersection of game theory, stochastic control, and optimization to enable optimal and safe decision-making of autonomous systems in interactive settings. Sarah earned her Ph.D. in Aeronautics and Astronautics from the University of Washington and her B.A.Sc. in Engineering Physics from the University of British Columbia.</p>]]></body>  <author>Christa Ernst</author>  <status>1</status>  <created>1786121780</created>  <gmt_created>2026-08-07 16:56:20</gmt_created>  <changed>1786122134</changed>  <gmt_changed>2026-08-07 17:02:14</gmt_changed>  <promote>0</promote>  <sticky>0</sticky>  <teaser><![CDATA[Featuring | Sarah Li - Assistant Professor, Daniel Guggenheim School of Aerospace Engineering]]></teaser>  <type>event</type>  <sentence><![CDATA[Featuring | Sarah Li - Assistant Professor, Daniel Guggenheim School of Aerospace Engineering]]></sentence>  <summary><![CDATA[<p><strong>All Seminars Held on Wednesdays 12:15 - 1:15pm</strong></p>]]></summary>  <start>2026-09-23T12:15:00-04:00</start>  <end>2026-09-23T13:15:00-04:00</end>  <end_last>2026-09-23T13:15:00-04:00</end_last>  <gmt_start>2026-09-23 16:15:00</gmt_start>  <gmt_end>2026-09-23 17:15:00</gmt_end>  <gmt_end_last>2026-09-23 17:15:00</gmt_end_last>  <times>    <item>      <value>2026-09-23T12:15:00-04:00</value>      <value2>2026-09-23T13:15:00-04:00</value2>      <rrule><![CDATA[  ]]></rrule>      <timezone>America/New_York</timezone>      <timezone_db>America/New_York</timezone_db>      <date_type>datetime</date_type>    </item>  </times>  <gmt_times>    <item>      <value>2026-09-23 12:15:00</value>      <value2>2026-09-23 01:15:00</value2>      <rrule><![CDATA[  ]]></rrule>      <timezone>America/New_York</timezone>      <timezone_db>America/New_York</timezone_db>      <date_type>datetime</date_type>    </item>  </gmt_times>  <phone><![CDATA[]]></phone>  <url><![CDATA[]]></url>  <location_url>    <url><![CDATA[]]></url>    <title><![CDATA[]]></title>  </location_url>  <email><![CDATA[]]></email>  <contact><![CDATA[<p>christa.ernst@research.gatech.edu</p>]]></contact>  <fee><![CDATA[N/A]]></fee>  <extras>          <extra><![CDATA[free_food]]></extra>      </extras>  <location><![CDATA[Klaus 1116 E&amp;W]]></location>  <media>      </media>  <hg_media>      </hg_media>  <boilerplate></boilerplate>  <boilerplate_text><![CDATA[]]></boilerplate_text>  <sidebar><![CDATA[]]></sidebar>  <related>          <link>        <url><![CDATA[https://sites.gatech.edu/c3uae/]]></url>        <title><![CDATA[PI Website]]></title>      </link>      </related>  <files>      </files>  <groups>          <group id="322011"><![CDATA[College of Computing Events]]></group>          <group id="1278"><![CDATA[College of Sciences]]></group>          <group id="545781"><![CDATA[Institute for Data Engineering and Science]]></group>          <group id="142761"><![CDATA[IRIM]]></group>      </groups>  <categories>          <category tid="1795"><![CDATA[Seminar/Lecture/Colloquium]]></category>      </categories>  <event_terms>          <term tid="1795"><![CDATA[Seminar/Lecture/Colloquium]]></term>      </event_terms>  <event_audience>          <term tid="194945"><![CDATA[Alumni]]></term>          <term tid="78761"><![CDATA[Faculty/Staff]]></term>          <term tid="177814"><![CDATA[Postdoc]]></term>          <term tid="78771"><![CDATA[Public]]></term>          <term tid="174045"><![CDATA[Graduate students]]></term>          <term tid="78751"><![CDATA[Undergraduate students]]></term>      </event_audience>  <keywords>          <keyword tid="188087"><![CDATA[go-irim]]></keyword>          <keyword tid="133791"><![CDATA[aerospace enginering]]></keyword>          <keyword tid="654"><![CDATA[College of Computing]]></keyword>          <keyword tid="2028"><![CDATA[Aerial Robotics]]></keyword>      </keywords>  <userdata><![CDATA[]]></userdata></node><node id="691541">  <title><![CDATA[IRIM Fall 2026 Seminar Series | What Does Safety Mean for Generalist Robots?]]></title>  <uid>27863</uid>  <body><![CDATA[<p><strong>Abstract:</strong> Robot safety is a nuanced concept. We commonly equate safety with collision-avoidance. However, when considering the possibility of generalist robots -- one robot that can do "anything" -- we need to expand our notion of safety. For example, a manipulator should understand when it is not confident about a requested task, that objects should be gently manipulated to prevent breaking or spilling, and that overheating items can cause burning or melting. However, designing robots that have such a nuanced safety understanding (and that can reliably generate appropriate actions) is an outstanding challenge. In this talk, I will describe my group's work on systematically uniting modern machine learning models (such as large vision-language models and latent world models) with classical formulations of safety in the control literature to generalize safe robot decision-making to increasingly open world interactions. Throughout the talk, I will present experimental instantiations of these ideas in domains like vision-based robotic manipulation.</p><p><strong>Bio:</strong> Andrea Bajcsy is an Assistant Professor in the Robotics Institute at Carnegie Mellon University where she leads the Interactive and Trustworthy Robotics Lab (Intent Lab). She broadly works at the intersection of robotics, machine learning, control theory, and human-AI interaction. Prior to joining CMU, Andrea received her Ph.D. in Electrical Engineering &amp; Computer Science from University of California, Berkeley in 2022. She is the recipient of the DARPA Young Faculty Award (2025), NSF CAREER Award (2025), Amazon Research Award (2025), Google Research Scholar Award (2024), Finalist for Best Paper Award of the IEEE RAS Technical Committee on Robot Control (2024), Rising Stars in EECS Award (2021), Honorable Mention for the T-RO Best Paper Award (2020), NSF Graduate Research Fellowship (2016), and worked at NVIDIA Research for Autonomous Driving.</p>]]></body>  <author>Christa Ernst</author>  <status>1</status>  <created>1786117717</created>  <gmt_created>2026-08-07 15:48:37</gmt_created>  <changed>1786118378</changed>  <gmt_changed>2026-08-07 15:59:38</gmt_changed>  <promote>0</promote>  <sticky>0</sticky>  <teaser><![CDATA[Featuring | Andrea Bajcsy - Assistant Professor in the Robotics Institute and School of Computer Science at Carnegie Mellon University.]]></teaser>  <type>event</type>  <sentence><![CDATA[Featuring | Andrea Bajcsy - Assistant Professor in the Robotics Institute and School of Computer Science at Carnegie Mellon University.]]></sentence>  <summary><![CDATA[<p><strong>All Seminars Held on Wednesdays 12:15 - 1:15pm</strong></p>]]></summary>  <start>2026-08-26T12:15:00-04:00</start>  <end>2026-08-26T13:15:00-04:00</end>  <end_last>2026-08-26T13:15:00-04:00</end_last>  <gmt_start>2026-08-26 16:15:00</gmt_start>  <gmt_end>2026-08-26 17:15:00</gmt_end>  <gmt_end_last>2026-08-26 17:15:00</gmt_end_last>  <times>    <item>      <value>2026-08-26T12:15:00-04:00</value>      <value2>2026-08-26T13:15:00-04:00</value2>      <rrule><![CDATA[  ]]></rrule>      <timezone>America/New_York</timezone>      <timezone_db>America/New_York</timezone_db>      <date_type>datetime</date_type>    </item>  </times>  <gmt_times>    <item>      <value>2026-08-26 12:15:00</value>      <value2>2026-08-26 01:15:00</value2>      <rrule><![CDATA[  ]]></rrule>      <timezone>America/New_York</timezone>      <timezone_db>America/New_York</timezone_db>      <date_type>datetime</date_type>    </item>  </gmt_times>  <phone><![CDATA[]]></phone>  <url><![CDATA[]]></url>  <location_url>    <url><![CDATA[]]></url>    <title><![CDATA[]]></title>  </location_url>  <email><![CDATA[]]></email>  <contact><![CDATA[<p>christa.ernst@research.gatech.edu</p>]]></contact>  <fee><![CDATA[N/A]]></fee>  <extras>          <extra><![CDATA[free_food]]></extra>      </extras>  <location><![CDATA[Klaus 1116 E&amp;W]]></location>  <media>          <item>680815</item>      </media>  <hg_media>          <item>          <nid>680815</nid>          <type>image</type>          <title><![CDATA[A.-B.-IRIM-Seminar-August-26-2026.png]]></title>          <body><![CDATA[]]></body>                      <image_name><![CDATA[A.-B.-IRIM-Seminar-August-26-2026.png]]></image_name>            <image_path><![CDATA[/sites/default/files/2026/08/07/A.-B.-IRIM-Seminar-August-26-2026.png]]></image_path>            <image_full_path><![CDATA[http://hg.gatech.edu//sites/default/files/2026/08/07/A.-B.-IRIM-Seminar-August-26-2026.png]]></image_full_path>            <image_740><![CDATA[http://hg.gatech.edu/sites/default/files/styles/740xx_scale/public/sites/default/files/2026/08/07/A.-B.-IRIM-Seminar-August-26-2026.png?itok=5K78t08X]]></image_740>            <image_mime>image/png</image_mime>            <image_alt><![CDATA[Andrea Bajcsy]]></image_alt>                              <created>1786117906</created>          <gmt_created>2026-08-07 15:51:46</gmt_created>          <changed>1786117906</changed>          <gmt_changed>2026-08-07 15:51:46</gmt_changed>      </item>      </hg_media>  <boilerplate></boilerplate>  <boilerplate_text><![CDATA[]]></boilerplate_text>  <sidebar><![CDATA[]]></sidebar>  <related>          <link>        <url><![CDATA[https://cmu-intentlab.github.io/]]></url>        <title><![CDATA[PI Lab]]></title>      </link>      </related>  <files>      </files>  <groups>          <group id="322011"><![CDATA[College of Computing Events]]></group>          <group id="545781"><![CDATA[Institute for Data Engineering and Science]]></group>          <group id="142761"><![CDATA[IRIM]]></group>      </groups>  <categories>          <category tid="1795"><![CDATA[Seminar/Lecture/Colloquium]]></category>      </categories>  <event_terms>          <term tid="1795"><![CDATA[Seminar/Lecture/Colloquium]]></term>      </event_terms>  <event_audience>          <term tid="194945"><![CDATA[Alumni]]></term>          <term tid="78761"><![CDATA[Faculty/Staff]]></term>          <term tid="177814"><![CDATA[Postdoc]]></term>          <term tid="78771"><![CDATA[Public]]></term>          <term tid="174045"><![CDATA[Graduate students]]></term>          <term tid="78751"><![CDATA[Undergraduate students]]></term>      </event_audience>  <keywords>          <keyword tid="188087"><![CDATA[go-irim]]></keyword>          <keyword tid="654"><![CDATA[College of Computing]]></keyword>          <keyword tid="174688"><![CDATA[autonomous computer vision]]></keyword>          <keyword tid="11230"><![CDATA[Human Robot Interaction]]></keyword>          <keyword tid="187023"><![CDATA[go-data]]></keyword>      </keywords>  <userdata><![CDATA[]]></userdata></node><node id="691534">  <title><![CDATA[Machine Learning Seminar Series Fall 2026 | Session V]]></title>  <uid>27863</uid>  <body><![CDATA[<p><strong>Abstract:</strong> TBA</p><p>&nbsp;</p><p><strong>Bio:</strong> The Ghosh group engages in cross-disciplinary collaborations and welcomes students from diverse academic backgrounds. Most projects focus on addressing challenges in fundamental physics and astrophysics using computational and AI/ML tools, making the group a natural fit for students with strong skills or interests in these areas. We develop methods to automate theoretical physics calculations using reinforcement learning and LLM agents, enabling rapid testing of new theories. We also work on simulation, experimental design and high-dimensional statistical inference techniques powered by AI to accelerate scientific discovery. Data analysis problems at the scale of the Large Hadron Collider or multi-messenger astronomy often demand rapid decision-making, and we design efficient AI algorithms that can be deployed on fast hardware to meet these challenges.</p><h4>&nbsp;</h4><h4><strong>For CODA guest access, please contact </strong><a href="mailto:shatcher8@gatech.edu"><strong>shatcher8@gatech.edu</strong></a><strong> at least 2 business days prior to the event.</strong></h4>]]></body>  <author>Christa Ernst</author>  <status>1</status>  <created>1786112455</created>  <gmt_created>2026-08-07 14:20:55</gmt_created>  <changed>1786112622</changed>  <gmt_changed>2026-08-07 14:23:42</gmt_changed>  <promote>0</promote>  <sticky>0</sticky>  <teaser><![CDATA[Featuring | Aishik Ghosh, Georgia Institute of Technology – School of Physics ]]></teaser>  <type>event</type>  <sentence><![CDATA[Featuring | Aishik Ghosh, Georgia Institute of Technology – School of Physics ]]></sentence>  <summary><![CDATA[<p><strong>All Seminars Held 12pm - 1pm in CODA</strong></p>]]></summary>  <start>2026-10-28T12:00:00-04:00</start>  <end>2026-10-28T13:00:00-04:00</end>  <end_last>2026-10-28T13:00:00-04:00</end_last>  <gmt_start>2026-10-28 16:00:00</gmt_start>  <gmt_end>2026-10-28 17:00:00</gmt_end>  <gmt_end_last>2026-10-28 17:00:00</gmt_end_last>  <times>    <item>      <value>2026-10-28T12:00:00-04:00</value>      <value2>2026-10-28T13:00:00-04:00</value2>      <rrule><![CDATA[  ]]></rrule>      <timezone>America/New_York</timezone>      <timezone_db>America/New_York</timezone_db>      <date_type>datetime</date_type>    </item>  </times>  <gmt_times>    <item>      <value>2026-10-28 12:00:00</value>      <value2>2026-10-28 01:00:00</value2>      <rrule><![CDATA[  ]]></rrule>      <timezone>America/New_York</timezone>      <timezone_db>America/New_York</timezone_db>      <date_type>datetime</date_type>    </item>  </gmt_times>  <phone><![CDATA[]]></phone>  <url><![CDATA[]]></url>  <location_url>    <url><![CDATA[]]></url>    <title><![CDATA[]]></title>  </location_url>  <email><![CDATA[]]></email>  <contact><![CDATA[<p>&nbsp;</p><p><strong>For CODA guest access, please contact </strong><a href="mailto:shatcher8@gatech.edu"><strong>shatcher8@gatech.edu</strong></a><strong> at least 2 business days prior to the event.</strong></p>]]></contact>  <fee><![CDATA[N/A]]></fee>  <extras>      </extras>  <location><![CDATA[CODA Building 9th floor Atrium &amp; Virtual]]></location>  <media>      </media>  <hg_media>      </hg_media>  <boilerplate></boilerplate>  <boilerplate_text><![CDATA[]]></boilerplate_text>  <sidebar><![CDATA[]]></sidebar>  <related>          <link>        <url><![CDATA[https://profaishikghosh.github.io/]]></url>        <title><![CDATA[Lab Website]]></title>      </link>      </related>  <files>      </files>  <groups>          <group id="322011"><![CDATA[College of Computing Events]]></group>          <group id="1278"><![CDATA[College of Sciences]]></group>          <group id="545781"><![CDATA[Institute for Data Engineering and Science]]></group>          <group id="142761"><![CDATA[IRIM]]></group>      </groups>  <categories>          <category tid="1795"><![CDATA[Seminar/Lecture/Colloquium]]></category>      </categories>  <event_terms>          <term tid="1795"><![CDATA[Seminar/Lecture/Colloquium]]></term>      </event_terms>  <event_audience>          <term tid="194945"><![CDATA[Alumni]]></term>          <term tid="78761"><![CDATA[Faculty/Staff]]></term>          <term tid="177814"><![CDATA[Postdoc]]></term>          <term tid="78771"><![CDATA[Public]]></term>          <term tid="174045"><![CDATA[Graduate students]]></term>          <term tid="78751"><![CDATA[Undergraduate students]]></term>      </event_audience>  <keywords>          <keyword tid="9167"><![CDATA[machine learning]]></keyword>          <keyword tid="187023"><![CDATA[go-data]]></keyword>          <keyword tid="654"><![CDATA[College of Computing]]></keyword>          <keyword tid="188087"><![CDATA[go-irim]]></keyword>      </keywords>  <userdata><![CDATA[]]></userdata></node><node id="691533">  <title><![CDATA[Machine Learning Seminar Series Fall 2026 | Session IV]]></title>  <uid>27863</uid>  <body><![CDATA[<p><strong>Abstract: </strong>TBA</p><p>&nbsp;</p><p><strong>Bio:</strong> TBA</p><p>&nbsp;</p><h4><strong>For CODA guest access, please contact </strong><a href="mailto:shatcher8@gatech.edu"><strong>shatcher8@gatech.edu</strong></a><strong> at least 2 business days prior to the event.</strong></h4>]]></body>  <author>Christa Ernst</author>  <status>1</status>  <created>1786112243</created>  <gmt_created>2026-08-07 14:17:23</gmt_created>  <changed>1786112357</changed>  <gmt_changed>2026-08-07 14:19:17</gmt_changed>  <promote>0</promote>  <sticky>0</sticky>  <teaser><![CDATA[Featuring | TBA]]></teaser>  <type>event</type>  <sentence><![CDATA[Featuring | TBA]]></sentence>  <summary><![CDATA[<p>&nbsp;<strong>All Seminars Held 12pm - 1pm in CODA</strong></p>]]></summary>  <start>2026-10-15T12:00:00-04:00</start>  <end>2026-10-15T13:00:00-04:00</end>  <end_last>2026-10-15T13:00:00-04:00</end_last>  <gmt_start>2026-10-15 16:00:00</gmt_start>  <gmt_end>2026-10-15 17:00:00</gmt_end>  <gmt_end_last>2026-10-15 17:00:00</gmt_end_last>  <times>    <item>      <value>2026-10-15T12:00:00-04:00</value>      <value2>2026-10-15T13:00:00-04:00</value2>      <rrule><![CDATA[  ]]></rrule>      <timezone>America/New_York</timezone>      <timezone_db>America/New_York</timezone_db>      <date_type>datetime</date_type>    </item>  </times>  <gmt_times>    <item>      <value>2026-10-15 12:00:00</value>      <value2>2026-10-15 01:00:00</value2>      <rrule><![CDATA[  ]]></rrule>      <timezone>America/New_York</timezone>      <timezone_db>America/New_York</timezone_db>      <date_type>datetime</date_type>    </item>  </gmt_times>  <phone><![CDATA[]]></phone>  <url><![CDATA[https://ml.gatech.edu/]]></url>  <location_url>    <url><![CDATA[https://ml.gatech.edu/]]></url>    <title><![CDATA[Machine Learning @ GT]]></title>  </location_url>  <email><![CDATA[]]></email>  <contact><![CDATA[<p><strong>For CODA guest access, please contact </strong><a href="mailto:shatcher8@gatech.edu"><strong>shatcher8@gatech.edu</strong></a><strong> at least 2 business days prior to the event.</strong></p>]]></contact>  <fee><![CDATA[N/A]]></fee>  <extras>      </extras>  <location><![CDATA[CODA Building 9th floor Atrium &amp; Virtual]]></location>  <media>      </media>  <hg_media>      </hg_media>  <boilerplate></boilerplate>  <boilerplate_text><![CDATA[]]></boilerplate_text>  <sidebar><![CDATA[]]></sidebar>  <related>      </related>  <files>      </files>  <groups>          <group id="322011"><![CDATA[College of Computing Events]]></group>          <group id="1278"><![CDATA[College of Sciences]]></group>          <group id="545781"><![CDATA[Institute for Data Engineering and Science]]></group>          <group id="142761"><![CDATA[IRIM]]></group>      </groups>  <categories>          <category tid="1795"><![CDATA[Seminar/Lecture/Colloquium]]></category>      </categories>  <event_terms>          <term tid="1795"><![CDATA[Seminar/Lecture/Colloquium]]></term>      </event_terms>  <event_audience>          <term tid="194945"><![CDATA[Alumni]]></term>          <term tid="78761"><![CDATA[Faculty/Staff]]></term>          <term tid="177814"><![CDATA[Postdoc]]></term>          <term tid="78771"><![CDATA[Public]]></term>          <term tid="174045"><![CDATA[Graduate students]]></term>          <term tid="78751"><![CDATA[Undergraduate students]]></term>      </event_audience>  <keywords>      </keywords>  <userdata><![CDATA[]]></userdata></node><node id="691532">  <title><![CDATA[Machine Learning Seminar Series Fall 2026 | Session III]]></title>  <uid>27863</uid>  <body><![CDATA[<p>Abstract:</p><p>&nbsp;</p><p><strong>Bio: </strong>Dr. Navid Azizan is the Alfred H. (1929) and Jean M. Hayes Associate Professor at <a href="https://mit.edu/about/">MIT</a>, where he holds dual appointments in the <a href="http://meche.mit.edu/people/faculty/azizan@mit.edu">Department of Mechanical Engineering</a> (in <a href="https://meche.mit.edu/research/controls">Control, Instrumentation &amp; Robotics</a>) and the <a href="https://computing.mit.edu/faculty/new-incoming-faculty-2020/">Schwarzman College of Computing</a>'s <a href="https://idss.mit.edu/people/faculty/core-faculty">Institute for Data, Systems &amp; Society (IDSS)</a> and is a Principal Investigator in the <a href="https://lids.mit.edu/people/faculty-pi">Laboratory for Information &amp; Decision Systems (LIDS)</a>. He is also a core faculty member of the <a href="https://stat.mit.edu/core/">Statistics and Data Science Center</a> and the <a href="https://cse.mit.edu/people/navid-azizan/">Center for Computational Science and Engineering</a>. His research interests broadly lie in machine learning, systems and control, and mathematical optimization. His research lab focuses on various aspects of reliable AI systems, with applications to high-stakes and safety-critical settings. He obtained his PhD in <a href="https://www.cms.caltech.edu/">Computing and Mathematical Sciences (CMS)</a> from the <a href="https://en.wikipedia.org/wiki/California_Institute_of_Technology">California Institute of Technology (Caltech)</a> in 2020, his MSc in electrical engineering from the University of Southern California in 2015, and his BSc in electrical engineering and physics from Sharif University of Technology in 2013. Prior to joining MIT, he completed a postdoc at <a href="https://www.stanford.edu/">Stanford University</a> in 2021. Additionally, he was a research scientist intern at <a href="https://en.wikipedia.org/wiki/Google_DeepMind">Google DeepMind</a> in 2019. He is a recipient of several awards, including the National Science Foundation CAREER Award, research awards from Amazon, Google, and MathWorks, among others, and the inaugural Information Theory and Applications (ITA) “Sun” (Gold) Graduation Award. His work has been recognized with Best Paper awards at several venues, including the Learning for Dynamics and Control (L4DC), INFORMS JFIG, and ACM Greenmetrics. He was named in the list of Outstanding Academic Leaders in Data by the CDO Magazine for two consecutive years in 2024 and 2023. His teaching and mentorship have been recognized with the Joseph A. Martore (1975) Excellence in Teaching Award in 2026, the Frank E. Perkins Award for Excellence in Graduate Advising (MIT Institute Award) in 2025, and the UROP Outstanding Mentor Award in 2023.</p><p>&nbsp;</p><h4><strong>For CODA guest access, please contact </strong><a href="mailto:shatcher8@gatech.edu"><strong>shatcher8@gatech.edu</strong></a><strong> at least 2 business days prior to the event.</strong></h4>]]></body>  <author>Christa Ernst</author>  <status>1</status>  <created>1786111931</created>  <gmt_created>2026-08-07 14:12:11</gmt_created>  <changed>1786112167</changed>  <gmt_changed>2026-08-07 14:16:07</gmt_changed>  <promote>0</promote>  <sticky>0</sticky>  <teaser><![CDATA[Featuring | Navid Azizan, Massachusetts Institute of Technology – Department of Mechanical Engineering and Schwarzman College of Computing’s Institute for Data, Systems & Society]]></teaser>  <type>event</type>  <sentence><![CDATA[Featuring | Navid Azizan, Massachusetts Institute of Technology – Department of Mechanical Engineering and Schwarzman College of Computing’s Institute for Data, Systems & Society]]></sentence>  <summary><![CDATA[<p><strong>All Seminars Held 12pm - 1pm in CODA</strong></p>]]></summary>  <start>2026-09-30T12:00:00-04:00</start>  <end>2026-09-30T13:00:00-04:00</end>  <end_last>2026-09-30T13:00:00-04:00</end_last>  <gmt_start>2026-09-30 16:00:00</gmt_start>  <gmt_end>2026-09-30 17:00:00</gmt_end>  <gmt_end_last>2026-09-30 17:00:00</gmt_end_last>  <times>    <item>      <value>2026-09-30T12:00:00-04:00</value>      <value2>2026-09-30T13:00:00-04:00</value2>      <rrule><![CDATA[  ]]></rrule>      <timezone>America/New_York</timezone>      <timezone_db>America/New_York</timezone_db>      <date_type>datetime</date_type>    </item>  </times>  <gmt_times>    <item>      <value>2026-09-30 12:00:00</value>      <value2>2026-09-30 01:00:00</value2>      <rrule><![CDATA[  ]]></rrule>      <timezone>America/New_York</timezone>      <timezone_db>America/New_York</timezone_db>      <date_type>datetime</date_type>    </item>  </gmt_times>  <phone><![CDATA[]]></phone>  <url><![CDATA[https://ml.gatech.edu/]]></url>  <location_url>    <url><![CDATA[https://ml.gatech.edu/]]></url>    <title><![CDATA[Machine Learning @ GT]]></title>  </location_url>  <email><![CDATA[]]></email>  <contact><![CDATA[<p><strong>For CODA guest access, please contact </strong><a href="mailto:shatcher8@gatech.edu"><strong>shatcher8@gatech.edu</strong></a><strong> at least 2 business days prior to the event.</strong></p>]]></contact>  <fee><![CDATA[N/A]]></fee>  <extras>      </extras>  <location><![CDATA[CODA Building 9th floor Atrium &amp; Virtual]]></location>  <media>      </media>  <hg_media>      </hg_media>  <boilerplate></boilerplate>  <boilerplate_text><![CDATA[]]></boilerplate_text>  <sidebar><![CDATA[]]></sidebar>  <related>          <link>        <url><![CDATA[https://meche.mit.edu/people/faculty/azizan@mit.edu]]></url>        <title><![CDATA[MIT Webpage]]></title>      </link>      </related>  <files>      </files>  <groups>          <group id="322011"><![CDATA[College of Computing Events]]></group>          <group id="1278"><![CDATA[College of Sciences]]></group>          <group id="545781"><![CDATA[Institute for Data Engineering and Science]]></group>          <group id="142761"><![CDATA[IRIM]]></group>      </groups>  <categories>      </categories>  <event_terms>      </event_terms>  <event_audience>          <term tid="194945"><![CDATA[Alumni]]></term>          <term tid="78761"><![CDATA[Faculty/Staff]]></term>          <term tid="177814"><![CDATA[Postdoc]]></term>          <term tid="78771"><![CDATA[Public]]></term>          <term tid="174045"><![CDATA[Graduate students]]></term>          <term tid="78751"><![CDATA[Undergraduate students]]></term>      </event_audience>  <keywords>          <keyword tid="9167"><![CDATA[machine learning]]></keyword>          <keyword tid="187023"><![CDATA[go-data]]></keyword>          <keyword tid="188087"><![CDATA[go-irim]]></keyword>          <keyword tid="654"><![CDATA[College of Computing]]></keyword>      </keywords>  <userdata><![CDATA[]]></userdata></node><node id="691531">  <title><![CDATA[Machine Learning Seminar Series Fall 2026 | Session II]]></title>  <uid>27863</uid>  <body><![CDATA[<p>Abstract:&nbsp;</p><p>&nbsp;</p><p><strong>Bio:</strong> I am an applied mathematician interested in the interplay of scientific computing and artificial intelligence. I am a Winship Distinguished Research Associate Professor in the <a href="http://math.emory.edu/home/">Department of Mathematics</a> and the <a href="http://math.emory.edu/home/">Department of Computer Science</a> at Emory University and a member of Emory’s <a href="http://www.mathcs.emory.edu/Research/Area/ScientificComputing/">Scientific Computing Group</a>. I lead the <a href="http://www.math.emory.edu/site/cmds-reuret/">Emory REU/RET site for Computational Mathematics for Data Science</a>. Prior to joining Emory, I was a postdoc at the University of British Columbia and I held PhD positions at the <a href="https://www.mic.uni-luebeck.de/about-us.html">University of Lübeck</a> and the <a href="https://www.uni-muenster.de/de/">University of Münster</a>.</p><h4>&nbsp;</h4><h4><strong>For CODA guest access, please contact shatcher8@gatech.edu at least 2 business days prior to the event.</strong></h4>]]></body>  <author>Christa Ernst</author>  <status>1</status>  <created>1786111467</created>  <gmt_created>2026-08-07 14:04:27</gmt_created>  <changed>1786111820</changed>  <gmt_changed>2026-08-07 14:10:20</gmt_changed>  <promote>0</promote>  <sticky>0</sticky>  <teaser><![CDATA[Featuring | Lars Ruthotto, Emory University – Department of Mathematics and Department of Computer Science]]></teaser>  <type>event</type>  <sentence><![CDATA[Featuring | Lars Ruthotto, Emory University – Department of Mathematics and Department of Computer Science]]></sentence>  <summary><![CDATA[<p><strong>All Seminars Held 12pm - 1pm in CODA</strong></p>]]></summary>  <start>2026-09-15T12:00:00-04:00</start>  <end>2026-09-15T13:00:00-04:00</end>  <end_last>2026-09-15T13:00:00-04:00</end_last>  <gmt_start>2026-09-15 16:00:00</gmt_start>  <gmt_end>2026-09-15 17:00:00</gmt_end>  <gmt_end_last>2026-09-15 17:00:00</gmt_end_last>  <times>    <item>      <value>2026-09-15T12:00:00-04:00</value>      <value2>2026-09-15T13:00:00-04:00</value2>      <rrule><![CDATA[  ]]></rrule>      <timezone>America/New_York</timezone>      <timezone_db>America/New_York</timezone_db>      <date_type>datetime</date_type>    </item>  </times>  <gmt_times>    <item>      <value>2026-09-15 12:00:00</value>      <value2>2026-09-15 01:00:00</value2>      <rrule><![CDATA[  ]]></rrule>      <timezone>America/New_York</timezone>      <timezone_db>America/New_York</timezone_db>      <date_type>datetime</date_type>    </item>  </gmt_times>  <phone><![CDATA[]]></phone>  <url><![CDATA[]]></url>  <location_url>    <url><![CDATA[]]></url>    <title><![CDATA[]]></title>  </location_url>  <email><![CDATA[]]></email>  <contact><![CDATA[<p><strong>For CODA guest access, please contact </strong><a href="mailto:shatcher8@gatech.edu"><strong>shatcher8@gatech.edu</strong></a><strong> at least 2 business days prior to the event.</strong></p>]]></contact>  <fee><![CDATA[N/A]]></fee>  <extras>      </extras>  <location><![CDATA[CODA Building 9th floor Atrium &amp; Virtual]]></location>  <media>      </media>  <hg_media>      </hg_media>  <boilerplate></boilerplate>  <boilerplate_text><![CDATA[]]></boilerplate_text>  <sidebar><![CDATA[]]></sidebar>  <related>          <link>        <url><![CDATA[https://www.math.emory.edu/~lruthot/]]></url>        <title><![CDATA[Emory Webpage]]></title>      </link>      </related>  <files>      </files>  <groups>          <group id="322011"><![CDATA[College of Computing Events]]></group>          <group id="1278"><![CDATA[College of Sciences]]></group>          <group id="545781"><![CDATA[Institute for Data Engineering and Science]]></group>          <group id="142761"><![CDATA[IRIM]]></group>      </groups>  <categories>          <category tid="1795"><![CDATA[Seminar/Lecture/Colloquium]]></category>      </categories>  <event_terms>          <term tid="1795"><![CDATA[Seminar/Lecture/Colloquium]]></term>      </event_terms>  <event_audience>          <term tid="194945"><![CDATA[Alumni]]></term>          <term tid="78761"><![CDATA[Faculty/Staff]]></term>          <term tid="177814"><![CDATA[Postdoc]]></term>          <term tid="78771"><![CDATA[Public]]></term>          <term tid="174045"><![CDATA[Graduate students]]></term>          <term tid="78751"><![CDATA[Undergraduate students]]></term>      </event_audience>  <keywords>          <keyword tid="187023"><![CDATA[go-data]]></keyword>          <keyword tid="654"><![CDATA[College of Computing]]></keyword>          <keyword tid="188087"><![CDATA[go-irim]]></keyword>          <keyword tid="9167"><![CDATA[machine learning]]></keyword>      </keywords>  <userdata><![CDATA[]]></userdata></node></nodes>