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Spotlight
Thu 19:35 What are the Statistical Limits of Offline RL with Linear Function Approximation?
Ruosong Wang · Dean Foster · Sham M Kakade
Spotlight
Wed 21:35 Regularized Inverse Reinforcement Learning
Wonseok Jeon · Chen-Yang Su · Paul Barde · Thang Doan · Derek Nowrouzezahrai · Joelle Pineau
Poster
Thu 17:00 Greedy-GQ with Variance Reduction: Finite-time Analysis and Improved Complexity
Shaocong Ma · Ziyi Chen · Yi Zhou · Shaofeng Zou
Oral
Wed 11:30 Learning Invariant Representations for Reinforcement Learning without Reconstruction
Amy Zhang · Rowan T McAllister · Roberto Calandra · Yarin Gal · Sergey Levine
Spotlight
Thu 12:10 Correcting experience replay for multi-agent communication
Sanjeevan Ahilan · Peter Dayan
Spotlight
Thu 3:15 Winning the L2RPN Challenge: Power Grid Management via Semi-Markov Afterstate Actor-Critic
Deunsol Yoon · Sunghoon Hong · Byung-Jun Lee · Kee-Eung Kim
Oral
Mon 19:00 SMiRL: Surprise Minimizing Reinforcement Learning in Unstable Environments
Glen Berseth · Daniel Geng · Coline M Devin · Nicholas Rhinehart · Chelsea Finn · Dinesh Jayaraman · Sergey Levine
Spotlight
Wed 21:45 Behavioral Cloning from Noisy Demonstrations
Fumihiro Sasaki · Ryota Yamashina
Oral
Mon 19:15 Contrastive Explanations for Reinforcement Learning via Embedded Self Predictions
Zhengxian Lin · Kin-Ho Lam · Alan Fern
Spotlight
Thu 3:25 UPDeT: Universal Multi-agent RL via Policy Decoupling with Transformers
Siyi Hu · Fengda Zhu · Xiaojun Chang · Xiaodan Liang
Spotlight
Wed 21:25 Regularization Matters in Policy Optimization - An Empirical Study on Continuous Control
Zhuang Liu · Xuanlin Li · Bingyi Kang · trevor darrell
Workshop
What is Going on Inside Recurrent Meta Reinforcement Learning Agents?
Safa Alver · Doina Precup