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Workshop
Ecological Theory of Reinforcement Learning: How Does Task Design Influence Agent Learning?
Manfred Díaz · Hiroki Furuta · Elise van der Pol · Lisa Lee · Shixiang (Shane) Gu · Pablo Samuel Castro · Simon Du · Marc Bellemare · Sergey Levine

Tue Dec 14 05:00 AM -- 02:10 PM (PST) @ None
Event URL: https://sites.google.com/view/ecorl2021/ »

This workshop builds connections between different areas of RL centered around the understanding of algorithms and their context. We are interested in questions such as, but not limited to: (i) How can we gauge the complexity of an RL problem?, (ii) Which classes of algorithms can tackle which classes of problems?, and (iii) How can we develop practically applicable guidelines for formulating RL tasks that are tractable to solve? We expect submissions that address these and other related questions through an ecological and data-centric view, pushing forward the limits of our comprehension of the RL problem.

Tue 5:00 a.m. - 5:10 a.m.
Introductory Remarks (Intro)
Tue 5:10 a.m. - 5:30 a.m.
Invited Talk: Shane Legg (Invited Talk)
Shane Legg
Tue 5:30 a.m. - 5:40 a.m.
Shane Legg (Live Q&A)
Tue 5:40 a.m. - 6:00 a.m.
Invited Talk: Joelle Pineau (Invited Talk)
Joelle Pineau
Tue 6:00 a.m. - 6:10 a.m.
Joelle Pineau (Live Q&A)
Tue 6:10 a.m. - 6:25 a.m.
Contributed Talk # 1 (Contributed Talk)
Tue 6:25 a.m. - 6:40 a.m.
Contributed Talk # 2 (Contributed Talk)
Tue 6:40 a.m. - 6:50 a.m.
Virtual Coffee Break (Break)
Tue 6:50 a.m. - 7:10 a.m.
Invited Talk: Pierre Yves-Oudeyer (Invited Talk)
Pierre-Yves Oudeyer
Tue 7:10 a.m. - 7:20 a.m.
Pierre-Yves Oudeyer (Live Q&A)
Tue 7:20 a.m. - 7:40 a.m.
Invited Talk: Katja Hofmann (Invited Talk)
Katja Hofmann
Tue 7:40 a.m. - 7:50 a.m.
Katja Hofmann (Live Q&A)
Tue 7:50 a.m. - 8:05 a.m.
Contributed Talk # 3 (Contributed Talk)
Tue 8:05 a.m. - 8:20 a.m.
Contributed Talk # 4 (Contributed Talk)
Agrim Gupta
Tue 8:20 a.m. - 8:40 a.m.
Invited Talk: Daniel Tanis (Invited Talk)
Daniel Tanis
Tue 8:40 a.m. - 8:50 a.m.
Daniel Tanis (Live Q&A)
Tue 8:50 a.m. - 9:00 a.m.
Virtual Coffee Break (Break)
Tue 9:00 a.m. - 10:00 a.m.
Virtual Poster Session (Poster Session)
Tue 10:00 a.m. - 10:20 a.m.
Invited Talk: Benjamin van Roy (Invited Talk)
Benjamin Van Roy
Tue 10:20 a.m. - 10:30 a.m.
Benjamin van Roy (Live Q&A)
Tue 10:30 a.m. - 10:50 a.m.
Invited Talk: Warren Powell (Invited Talk)
Warren Powell
Tue 10:50 a.m. - 11:00 a.m.
Warren Powell (Live Q&A)
Tue 11:00 a.m. - 11:15 a.m.
Contributed Talk # 5 (Talk)
Tue 11:15 a.m. - 11:30 a.m.
Contributed Talk # 6 (Talk)
Tue 11:30 a.m. - 11:50 a.m.
Invited Talk: Amy Zhang (Invited Talk)
Amy Zhang
Tue 11:50 a.m. - 12:00 p.m.
Amy Zhang (Live Q&A)
Tue 12:00 p.m. - 12:10 p.m.
Virtual Coffee Break (Break)
Tue 12:10 p.m. - 12:30 p.m.
Invited Talk: Tom Griffiths (Invited Talk)
Tom Griffiths
Tue 12:30 p.m. - 12:40 p.m.
Tom Griffiths (Live Q&A)
Tue 12:40 p.m. - 1:00 p.m.
Invited Talk: Michiel van de Panne (Invited Talk)
Michiel van de Panne
Tue 1:00 p.m. - 1:10 p.m.
Michiel van de Panne (Live Q&A)
Tue 1:10 p.m. - 2:00 p.m.
Live Panel Discussion (Discussion Panel)
Tue 2:00 p.m. - 2:10 p.m.
Closing Remarks (Remarks)

Author Information

Manfred Díaz (Mila, Quebec)
Hiroki Furuta (The University of Tokyo)
Elise van der Pol (University of Amsterdam)
Lisa Lee (CMU)
Shixiang (Shane) Gu (Google Brain)
Pablo Samuel Castro (Google)
Simon Du (University of Washington)
Marc Bellemare (Google Brain)
Sergey Levine (UC Berkeley)

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