<div dir="ltr"><div dir="ltr"><div dir="ltr"><div><div class="gmail_default" style="font-family:georgia,serif;font-size:small;color:rgb(0,0,0)"><font style="vertical-align:inherit"><font style="vertical-align:inherit"><b>When:</b>    </font></font><font style="vertical-align:inherit"><font style="vertical-align:inherit">    Monday, September 15th at <b style="background-color:rgb(255,255,0)">11:30am CT</b><b> </b></font></font></div><div class="gmail_default"><font face="georgia, serif"><font style="vertical-align:inherit"><font color="#000000" style="vertical-align:inherit"><b><br></b></font></font></font></div><div class="gmail_default"><font face="georgia, serif" color="#000000"></font></div><div class="gmail_default"><font face="georgia, serif" color="#000000"><b>Where:       </b>Talk will be given <font style="font-weight:bold"><u>live, in-person</u></font><font style="font-weight:bold"> </font>at</font></div><p class="MsoNormal" style="margin:0in;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><font face="georgia, serif" color="#000000">                       TTIC, 6045 S. Kenwood Avenue</font></p><p class="MsoNormal" style="margin:0in;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><font face="georgia, serif" color="#000000">                       5th Floor, Room 5<span class="gmail_default" style="font-family:georgia,serif;font-size:small;color:rgb(0,0,0)">30</span></font></p><p class="MsoNormal" style="margin:0in;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><b><font face="georgia, serif" color="#000000"><br></font></b></p><p class="MsoNormal" style="margin:0in 0in 0.0001pt;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><font face="georgia, serif" color="#000000"><b style="letter-spacing:0.2px">Virtually:</b><span style="letter-spacing:0.2px">  via Panopto </span>(<a href="https://uchicago.hosted.panopto.com/Panopto/Pages/Viewer.aspx?id=7cdfc9ea-2c22-450c-9b2c-b31700212aff" target="_blank">livestream</a><span style="letter-spacing:0.2px"><span class="gmail_default"></span>)</span><br></font></p><p class="MsoNormal" style="margin:0in 0in 0.0001pt;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><font face="georgia, serif" color="#000000"><br></font></p><p class="MsoNormal" style="margin:0in 0in 0.0001pt;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><font face="georgia, serif" color="#000000"><font style="vertical-align:inherit"><font style="vertical-align:inherit"><b>Who: </b>         </font></font><span class="gmail_default"></span><span class="gmail_default"></span><span class="gmail_default"></span><span class="gmail_default"></span><span class="gmail_default"></span>Nadav Cohen, Tel Aviv University</font></p><p class="MsoNormal" style="margin:0in 0in 0.0001pt;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"></p><div><p style="letter-spacing:0.2px"><font face="georgia, serif" color="#000000"><span style="letter-spacing:normal"><b>Title:</b>          </span><span style="letter-spacing:normal"><span class="gmail_default"></span></span><span style="letter-spacing:normal"><span class="gmail_default"></span></span><span style="letter-spacing:normal">Implicit Biases of Gradient Descent in Offline System Identification and Optimal Control</span></font></p><div><font face="georgia, serif" color="#000000"><b>Abstract:  </b><span class="gmail_default"></span><span class="gmail_default"></span>When learning to control a critical system (e.g., in healthcare or manufacturing), trial and error is often prohibitively dangerous and/or costly.  A natural alternative approach is offline system identification and optimal control: using pre-recorded data for offline learning of a system model, and then using the system model for offline learning of an optimal controller.  When implemented with overparameterized models (e.g., neural networks) trained via gradient descent (GD), this approach achieves remarkable success.  For example, it enables reducing CO2 emissions of industrial manufacturing plants by up to 20%.  This success is driven by implicit biases of GD, which yield not only in-distribution generalization, but also out-of-distribution generalization.  Towards elucidating this phenomenon, I will present a series of works that theoretically analyze implicit biases of GD when applied to overparameterized linear models in offline system identification and optimal control.  The results I will present offer theoretical explanations for the success of GD in controlling critical systems, and suggest potential avenues for enhancing this success.</font></div></div><div><font face="georgia, serif" color="#000000"><br></font></div><div><div class="gmail_default"><font face="georgia, serif" color="#000000"><b>Bio:   </b>Nadav Cohen is an Associate Professor of Computer Science & AI at Tel Aviv University, studying the theoretical and algorithmic foundations of neural networks. He is also the CTO, President and a Co-Founder at Imubit, a company that applies neural networks for control of industrial manufacturing plants, thereby reducing CO2 emissions while improving yield.  Nadav earned a BSc in electrical engineering and a BSc in mathematics (both summa cum laude) at the Technion. He obtained his PhD (direct track, summa cum laude) at the School of Computer Science and Engineering in the Hebrew University. Subsequently, he was a postdoctoral research scholar at the Institute for Advanced Study in Princeton. For his contributions to the foundations of neural networks, Nadav received several honors and awards, including the ERC Starting Grant, the Google Research Scholar Award, the Google Doctoral Fellowship in Machine Learning, the Rothschild Postdoctoral Fellowship, and the Zuckerman Postdoctoral Fellowship. </font></div></div><div><div><font face="georgia, serif" color="#000000"><br></font></div></div><div><font face="georgia, serif" color="#000000"><br><b>Host:<span class="gmail_default"> <a href="mailto:nati@ttic.edu" target="_blank">Nati Srebro</a></span></b></font></div><br clear="all"></div><div><div dir="ltr" class="gmail_signature" data-smartmail="gmail_signature"><div dir="ltr"><b style="background-color:rgb(255,255,255)"><font color="#3d85c6">Brandie Jones </font></b><div><div><div><font color="#3d85c6"><b><i>Executive </i></b></font><b style="color:rgb(61,133,198)"><i>Administrative Assistant</i></b></div></div><div><b style="color:rgb(61,133,198)"><i>Outreach Administrator </i></b></div><div><span style="background-color:rgb(255,255,255)"><font color="#3d85c6">Toyota Technological Institute</font></span></div><div><span style="background-color:rgb(255,255,255)"><font color="#3d85c6">6045 S. Kenwood Avenue</font></span></div><div><span style="background-color:rgb(255,255,255)"><font color="#3d85c6">Chicago, IL  60637</font></span></div></div><div><span style="background-color:rgb(255,255,255)"><font color="#3d85c6"><a href="http://www.ttic.edu" target="_blank">www.ttic.edu</a> </font></span></div><div><span style="background-color:rgb(255,255,255)"><font color="#3d85c6"><br></font></span></div></div></div></div></div>
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