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<td><b>Regularization in Neural Networks: A Probabilistic Perspective</b> [<a href='abstracts/timrudner.txt' target="_blank">abstract</a>][<a href='https://brown.hosted.panopto.com/Panopto/Pages/Viewer.aspx?id=0e1cdf54-2b41-42cf-bb3f-b0cb01325be8' target="_blank">recording</a>]</td>
<td><a href='https://timrudner.com/' target="_blank">Tim Rudner</a> [<a href='bios/timrudner.txt' target="_blank">bio</a>]</td>
<td><a href='https://timrudner.com/' target="_blank">Tim Rudner</a></td>
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<td><b>Broadening Robot Dexterity: Leveraging Elements in Manipulation Task Environments</b> [<a href='abstracts/xianyicheng.txt' target="_blank">abstract</a>][<a href='https://brown.hosted.panopto.com/Panopto/Pages/Viewer.aspx?id=f414da95-cf41-4468-97b9-b0bd013952ad' target="_blank">recording</a>]</td>
<td><a href='https://xianyicheng.github.io/' target="_blank">Xianyi Cheng</a> [<a href='bios/xianyicheng.txt' target="_blank">bio</a>]</td>
<td><a href='https://xianyicheng.github.io/' target="_blank">Xianyi Cheng</a></td>
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<td><b>The Hessian Perspective into the Nature of Neural Networks</b> [<a href='abstracts/sidakpalsingh.txt' target="_blank">abstract</a>][<a href='https://brown.hosted.panopto.com/Panopto/Pages/Viewer.aspx?id=40316280-6ebd-4e0b-ba2a-b0b6013255a1' target="_blank">recording</a>]</td>
<td><a href='http://sidakpal.com/' target="_blank">Sidak Pal Singh</a> [<a href='bios/sidakpalsingh.txt' target="_blank">bio</a>]</td>
<td><a href='http://sidakpal.com/' target="_blank">Sidak Pal Singh</a></td>
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<td><b>Quasimetric Reinforcement Learning</b> [<a href='abstracts/tongzhouwang.txt' target="_blank">abstract</a>][<a href='https://brown.hosted.panopto.com/Panopto/Pages/Viewer.aspx?id=9c19b86c-ef96-44f7-bcaf-b0af0120a03f' target="_blank">recording</a>]</td>
<td><a href='https://www.tongzhouwang.info/' target="_blank">Tongzhou Wang</a> [<a href='bios/tongzhouwang.txt' target="_blank">bio</a>]</td>
<td><a href='https://www.tongzhouwang.info/' target="_blank">Tongzhou Wang</a></td>
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<td><b>Generalizing Beyond Your Data through Compositional Energy Functions</b> [<a href='abstracts/yilundu.txt' target="_blank">abstract</a>][<a href='https://brown.hosted.panopto.com/Panopto/Pages/Viewer.aspx?id=ebb11f5d-8bd9-4ca0-93a5-b0a8011c6ff7' target="_blank">recording</a>]</td>
<td><a href='https://yilundu.github.io/' target="_blank">Yilun Du</a> [<a href='bios/yilundu.txt' target="_blank">bio</a>]</td>
<td><a href='https://yilundu.github.io/' target="_blank">Yilun Du</a></td>
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<td><b>A2Perf: Benchmarking Autonomous Agents for the Real World</b> [<a href='abstracts/ikeuchendu.txt' target="_blank">abstract</a>][<a href='https://brown.hosted.panopto.com/Panopto/Pages/Viewer.aspx?id=0fcab887-5eda-4de9-ac5d-b0a1011838e0' target="_blank">recording</a>]</td>
<td><a href='https://ikeuchendu.com/' target="_blank">Ike Uchendu</a> [<a href='bios/ikeuchendu.txt' target="_blank">bio</a>]</td>
<td><a href='https://ikeuchendu.com/' target="_blank">Ike Uchendu</a></td>
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<td><b>Towards Social Autotelic Agents: Open-Ended Skill Learning with Goals, Language and Intrinsically Motivated Reinforcement Learning</b> [<a href='abstracts/cedriccolas.txt' target="_blank">abstract</a>][<a href='https://brown.hosted.panopto.com/Panopto/Pages/Viewer.aspx?id=fa70f372-bfae-4b0c-b197-b09a011e2547' target="_blank">recording</a>]</td>
<td><a href='https://ccolas.github.io/' target="_blank">Cédric Colas</a> [<a href='bios/cedriccolas.txt' target="_blank">bio</a>]</td>
<td><a href='https://ccolas.github.io/' target="_blank">Cédric Colas</a></td>
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<td><b>Natural Language Task Specification for Robots</b> [<a href='abstracts/jasonliu.txt' target="_blank">abstract</a>][<a href='https://brown.hosted.panopto.com/Panopto/Pages/Viewer.aspx?id=e9a7bf68-21e3-48a2-9a09-b0930119601e' target="_blank">recording</a>]</td>
<td><a href='https://jasonxyliu.github.io/' target="_blank">Jason Liu</a> [<a href='bios/jasonliu.txt' target="_blank">bio</a>]</td>
<td><a href='https://jasonxyliu.github.io/' target="_blank">Jason Liu</a></td>
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<td><b>Deep Symbol Generation and Rule Learning</b> [<a href='abstracts/alperahmetoglu.txt' target="_blank">abstract</a>][<a href='https://brown.hosted.panopto.com/Panopto/Pages/Viewer.aspx?id=eebf9755-4855-4d5e-8e0d-b08c011f6596' target="_blank">recording</a>]</td>
<td><a href='https://alpera.xyz/' target="_blank">Alper Ahmetoglu</a> [<a href='bios/alperahmetoglu.txt' target="_blank">bio</a>]</td>
<td><a href='https://alpera.xyz/' target="_blank">Alper Ahmetoglu</a></td>
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<td><b>Pragmatic, Uncertainty Guided Reinforcement Learning</b> [<a href='abstracts/taylorkillian.txt' target="_blank">abstract</a>][<a href='https://brown.hosted.panopto.com/Panopto/Pages/Viewer.aspx?id=1393288a-7bbe-4dc8-beb9-b085011f7d87' target="_blank">recording</a>]</td>
<td><a href='https://twkillian.github.io/' target="_blank">Taylor Killian</a> [<a href='bios/taylorkillian.txt' target="_blank">bio</a>]</td>
<td><a href='https://twkillian.github.io/' target="_blank">Taylor Killian</a></td>
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<td><b>Grounded Understanding of Actions and Language via Bayesian Inverse Planning</b> [<a href='abstracts/tanzhixuan.txt' target="_blank">abstract</a>][<a href='https://brown.hosted.panopto.com/Panopto/Pages/Viewer.aspx?id=4e8ad957-0aaf-45f5-8189-b03f01293192' target="_blank">recording</a>]</td>
<td><a href='https://ztangent.github.io/' target="_blank">Tan Zhi-Xuan</a></td>
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<td><b>Improving Unsupervised Visual Program Inference with Code Rewriting Families</b> [<a href='abstracts/adityaganeshan.txt' target="_blank">abstract</a>][<a href='https://brown.hosted.panopto.com/Panopto/Pages/Viewer.aspx?id=6085a516-a1a9-4d00-9f12-aff90117cf62' target="_blank">recording</a>]</td>
<td><a href='https://bardofcodes.github.io/' target="_blank">Aditya Ganeshan</a> [<a href='bios/adityaganeshan.txt' target="_blank">bio</a>]</td>
<td><a href='https://bardofcodes.github.io/' target="_blank">Aditya Ganeshan</a></td>
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<td><b>Inventing Plannable Abstractions from Demonstrations</b> [<a href='abstracts/nishanthkumar.txt' target="_blank">abstract</a>][<a href='https://brown.hosted.panopto.com/Panopto/Pages/Viewer.aspx?id=7dfa10b7-d608-49f4-852e-aff201226421' target="_blank">recording</a>]</td>
<td><a href='https://nishanthjkumar.com/' target="_blank">Nishanth Kumar</a> [<a href='bios/nishanthkumar.txt' target="_blank">bio</a>]</td>
<td><a href='https://nishanthjkumar.com/' target="_blank">Nishanth Kumar</a></td>
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<td><b>Equivariant Learning for Robotic Manipulation</b> [<a href='abstracts/dianwang.txt' target="_blank">abstract</a>][<a href='https://brown.hosted.panopto.com/Panopto/Pages/Viewer.aspx?id=da9756a6-0ac9-46e0-94bc-afeb01205379' target="_blank">recording</a>]</td>
<td><a href='https://pointw.github.io/' target="_blank">Dian Wang</a> [<a href='bios/dianwang.txt' target="_blank">bio</a>]</td>
<td><a href='https://pointw.github.io/' target="_blank">Dian Wang</a></td>
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<td><b>Scaling Goal-based Exploration via Pruning Proto-goals</b> [<a href='abstracts/akhilbagaria.txt' target="_blank">abstract</a>] & <b>Learning with Program Induction</b> [<a href='abstracts/skyethompson.txt' target="_blank">abstract</a>][<a href='https://brown.hosted.panopto.com/Panopto/Pages/Viewer.aspx?id=45a45033-c460-483b-a447-afdd0120a6f7' target="_blank">recording</a>]</td>
<td><a href='https://abagaria.github.io/' target="_blank">Akhil Bagaria</a> & <a href='https://scholar.google.com/citations?user=KdcjezcAAAAJ&hl=en' target="_blank">Skye Thompson</a></td>
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<td><b>Open and Efficient Reinforcement Learning from Human Feedback</b> [<a href='abstracts/louiscastricato.txt' target="_blank">abstract</a>][<a href='https://brown.hosted.panopto.com/Panopto/Pages/Viewer.aspx?id=3feed4f2-dd74-4c98-8a45-afba0130743c' target="_blank">recording</a>]</td>
<td><a href='https://www.louiscastricato.com/' target="_blank">Louis Catricato</a> [<a href='bios/louiscastricato.txt' target="_blank">bio</a>]</td>
<td><a href='https://www.louiscastricato.com/' target="_blank">Louis Catricato</a></td>
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<td><b>The Uninteded Consequences of Discount Regularization</b> [<a href='https://brown.hosted.panopto.com/Panopto/Pages/Viewer.aspx?id=4b958ce6-284f-408e-8114-afb3012de8aa' target="_blank">recording</a>]</td>
<td><a href='https://sarahrathnam.github.io/' target="_blank">Sarah Rathnam</a> [<a href='bios/sarahrathnam.txt' target="_blank">bio</a>]</td>
<td><a href='https://sarahrathnam.github.io/' target="_blank">Sarah Rathnam</a></td>
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<td><b>Interpretable Artificial Intelligence for Personalized Human-Robot Collaboration</b> [<a href='https://brown.hosted.panopto.com/Panopto/Pages/Viewer.aspx?id=30668346-9259-4a4c-a469-afac0132df7e' target="_blank">recording</a>]</td>
<td><a href='https://www.rohanpaleja.com/' target="_blank">Rohan Paleja</a> [<a href='bios/rohanpaleja.txt' target="_blank">bio</a>]</td>
<td><a href='https://www.rohanpaleja.com/' target="_blank">Rohan Paleja</a></td>
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<td><b>Choreorobotics: An Emerging Discipline</b> [<a href='abstracts/catiecuan.txt' target="_blank">abstract</a>][<a href='https://brown.hosted.panopto.com/Panopto/Pages/Viewer.aspx?id=4d49fce5-d94f-4935-b98c-afa5012de675' target="_blank">recording</a>]</td>
<td><a href='https://catiecuan.com/' target="_blank">Catie Cuan</a> [<a href='bios/catiecuan.txt' target="_blank">bio</a>]</td>
<td><a href='https://catiecuan.com/' target="_blank">Catie Cuan</a></td>
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