Learning with Rich Experience: Integration of Learning Paradigms
Zhiting Hu · Andrew Wilson · Chelsea Finn · Lisa Lee · Taylor Berg-Kirkpatrick · Ruslan Salakhutdinov · Eric Xing

Fri Dec 13th 08:00 AM -- 06:00 PM @ West 208 + 209
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Machine learning is about computational methods that enable machines to learn concepts and improve performance from experience. Here, experience can take diverse forms, including data examples, abstract knowledge, interactions and feedback from the environment, other models, and so forth. Depending on different assumptions on the types and amount of experience available there are different learning paradigms, such as supervised learning, active learning, reinforcement learning, knowledge distillation, adversarial learning, and combinations thereof. On the other hand, a hallmark of human intelligence is the ability to learn from all sources of information. In this workshop, we aim to explore various aspects of learning paradigms, particularly theoretical properties and formal connections between them, and new algorithms combining multiple modes of supervisions, etc.

08:40 AM Opening Remarks <span> <a href="#"></a> </span>
08:50 AM Lightning Talks - I (Lightning Talks)
09:10 AM Raia Hadsell (Invited Talk) Raia Hadsell
09:45 AM Coffee Break <span> <a href="#"></a> </span>
10:30 AM Tom Mitchell (Invited Talk) Tom M Mitchell
11:05 AM Jeffrey Bilmes (Invited Talk) Jeff A Bilmes
11:40 AM Lightning Talks - II (Lightning Talks)
11:55 AM Poster Session <span> <a href="#"></a> </span>
Rishav Chourasia, Yichong Xu, Corinna Cortes, Chien-Yi Chang, Yoshihiro Nagano, Tiffany Min, Benedikt Boecking, Vu Tran, Seyed Kamyar Seyed Ghasemipour, Qianggang Ding, Shouvik Mani, Vikram Voleti, Rasool Fakoor, Miao Xu, Kenneth Marino, Lisa Lee, Volker Tresp, Jean-Francois Kagy, Marvin Zhang, Barnabas Poczos, Dinesh Khandelwal, Adrien Bardes, Evan Shelhamer, Jiacheng Zhu, Ziming Li, Xiaoyan Li, Dmitrii Krasheninnikov, Ruohan Wang, Mayoore Jaiswal, Emad Barsoum, Suvansh Sanjeev, A Wattanavekin, Qizhe Xie, Sifan Wu, Yuki Yoshida, David Kanaa, Sina Khoshfetrat Pakazad, Mehdi Maasoumy
12:30 PM Lunch <span> <a href="#"></a> </span>
02:10 PM Contributed Oral (Lightning Talks)
02:20 PM Pieter Abbeel (Invited Talk) Pieter Abbeel
02:55 PM Yejin Choi (Invited Talk) Yejin Choi
03:30 PM Coffee Break <span> <a href="#"></a> </span>
04:20 PM Tom Griffiths (Invited Talk) Tom Griffiths
04:55 PM Contributed Oral <span> <a href="#"></a> </span>
05:05 PM Panel Discussion <span> <a href="#"></a> </span>
05:50 PM Closing Remarks <span> <a href="#"></a> </span>

Author Information

Zhiting Hu (Carnegie Mellon University)
Andrew Wilson (Cornell University)
Chelsea Finn (Stanford)
Lisa Lee (CMU / Google Brain / Stanford)
Taylor Berg-Kirkpatrick (University of California San Diego)
Ruslan Salakhutdinov (Carnegie Mellon University)
Eric Xing (Petuum Inc. / Carnegie Mellon University)

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