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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 13 08:00 AM -- 06:00 PM (PST) @ West 208 + 209
Event URL: https://sites.google.com/view/neurips2019lire »

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.

Fri 8:40 a.m. - 8:50 a.m. [iCal]
Opening Remarks
Fri 8:50 a.m. - 9:10 a.m. [iCal]
Lightning Talks - I (Lightning Talks)
Fri 9:10 a.m. - 9:45 a.m. [iCal]
Raia Hadsell (Invited Talk)
Raia Hadsell
Fri 9:45 a.m. - 10:30 a.m. [iCal]
Coffee Break
Fri 10:30 a.m. - 11:05 a.m. [iCal]
Tom Mitchell (Invited Talk)
Tom M Mitchell
Fri 11:05 a.m. - 11:40 a.m. [iCal]
Jeffrey Bilmes (Invited Talk)
Jeff A Bilmes
Fri 11:40 a.m. - 11:55 a.m. [iCal]
Lightning Talks - II (Lightning Talks)
Fri 11:55 a.m. - 12:30 p.m. [iCal]
Poster Session
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
Fri 12:30 p.m. - 2:10 p.m. [iCal]
Fri 2:10 p.m. - 2:20 p.m. [iCal]
Contributed Oral (Lightning Talks)
Fri 2:20 p.m. - 2:55 p.m. [iCal]
Pieter Abbeel (Invited Talk)
Pieter Abbeel
Fri 2:55 p.m. - 3:30 p.m. [iCal]
Yejin Choi (Invited Talk)
Yejin Choi
Fri 3:30 p.m. - 4:20 p.m. [iCal]
Coffee Break
Fri 4:20 p.m. - 4:55 p.m. [iCal]
Tom Griffiths (Invited Talk)
Tom Griffiths
Fri 4:55 p.m. - 5:05 p.m. [iCal]
Contributed Oral
Fri 5:05 p.m. - 5:50 p.m. [iCal]
Panel Discussion
Fri 5:50 p.m. - 6:00 p.m. [iCal]
Closing Remarks

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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