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First update in fall semester
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YzyLmc committed Sep 23, 2024
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50 changes: 49 additions & 1 deletion index.md
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Brown Robotics Talks consists of BigAI talks and lab talks ([CIT](https://www.google.com/maps/place/Department+of+Computer+Science/@41.826953,-71.4021589,17z/data=!3m1!4b1!4m6!3m5!1s0x89e4453b5275469d:0xc48a812b6cfb273!8m2!3d41.826953!4d-71.3995786!16s%2Fg%2F1hhwdn5zz?entry=ttu) 115). From spring 2024, this website is created to track both talk series. All confirmed schedule will be posted, together with recordings of past talks (you'll need a Brown account to access the recordings).

### Schedule for Spring 2024
<h3>Schedule for Fall 2024</h3>

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<th>Date</th>
<th>Talk</th>
<th>Speaker</th>
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<td>10/11</td>
<td><b>TBD</b></td>
<td>Pulkit Verma</td>
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<td>10/18</td>
<td><b>TBD</b></td>
<td>Roberto Martin-Martin</td>
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<td>10/25</td>
<td><b>TBD</b></td>
<td>Alex LaGrass</td>
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<td>11/01</td>
<td><b>TBD</b></td>
<td>Jason Ma</td>
</tr>
<tr>
<td>11/08</td>
<td><b>TBD</b></td>
<td>Neil Dantam</td>
</tr>
<tr>
<td>11/15</td>
<td><b>TBD</b></td>
<td>Linfeng Zhao</td>
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</tbody>
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<h3>Spring 2024</h3>



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<td><b>[internal] <a href='https://alpera.xyz/' target="_blank">Alper Ahmetoglu</a>, <a href='https://ewinge.me/' target="_blank">Eric Ewing</a></b> [<a href='https://brown.hosted.panopto.com/Panopto/Pages/Viewer.aspx?id=a97965b0-3d00-4608-a4b9-b16c011eb356' target='_blank'>recording</a>]</td><td></td>
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<td><b>[internal] A few attempts to learn generalizable manipulation skills - An imitation learning view</b>[<a href='abstracts/mingxijia.txt' target="_blank">abstract</a>][<a href='https://brown.hosted.panopto.com/Panopto/Pages/Viewer.aspx?id=dd473ccc-2b2c-4cf1-81e3-b1e301200dea' target='_blank'>recording</a>]</td><td><a href='https://saulbatman.github.io/' target="_blank">Mingxi Jia</a></td>
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1 change: 1 addition & 0 deletions pasttalks/abstracts/mingxijia.txt
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Controlling robots to do different tasks in unstructured environments is pivotal for real-world robotic applications. However, achieving this capability poses significant challenges due to the need for a system that can generalize from limited data to a wide range of tasks and environments. Existing methods rely on large, costly datasets and struggle with generalization. In this talk, I will talk about several successful cases and one ongoing effort using imitation learning and generative models for training generalizable robot manipulation skills. The approaches include using symmetry-constrained models for few-shot learning, encoding semantic priors for zero-shot manipulation, and utilizing video generation for multi-task robot manipulation.

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