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72 Results
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Poster
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Thu 15:00 |
Versatile Offline Imitation from Observations and Examples via Regularized State-Occupancy Matching Jason Yecheng Ma · Andrew Shen · Dinesh Jayaraman · Osbert Bastani |
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Spotlight
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Thu 13:40 |
How to Leverage Unlabeled Data in Offline Reinforcement Learning Tianhe (Kevin) Yu · Aviral Kumar · Yevgen Chebotar · Karol Hausman · Chelsea Finn · Sergey Levine |
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Poster
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Tue 15:30 |
Supervised Off-Policy Ranking Yue Jin · Yue Zhang · Tao Qin · Xudong Zhang · Jian Yuan · Houqiang Li · Tie-Yan Liu |
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Spotlight
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Thu 11:10 |
Model Selection in Batch Policy Optimization Jonathan Lee · George Tucker · Ofir Nachum · Bo Dai |
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Poster
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Thu 15:00 |
How to Leverage Unlabeled Data in Offline Reinforcement Learning Tianhe (Kevin) Yu · Aviral Kumar · Yevgen Chebotar · Karol Hausman · Chelsea Finn · Sergey Levine |
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Spotlight
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Thu 11:50 |
Koopman Q-learning: Offline Reinforcement Learning via Symmetries of Dynamics Matthias Weissenbacher · Samrath Sinha · Animesh Garg · Yoshinobu Kawahara |
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Spotlight
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Thu 8:50 |
Plan Better Amid Conservatism: Offline Multi-Agent Reinforcement Learning with Actor Rectification Ling Pan · Longbo Huang · Tengyu Ma · Huazhe Xu |
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Poster
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Thu 15:00 |
Model Selection in Batch Policy Optimization Jonathan Lee · George Tucker · Ofir Nachum · Bo Dai |
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Poster
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Thu 15:00 |
Plan Better Amid Conservatism: Offline Multi-Agent Reinforcement Learning with Actor Rectification Ling Pan · Longbo Huang · Tengyu Ma · Huazhe Xu |
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Spotlight
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Thu 8:55 |
Pessimistic Minimax Value Iteration: Provably Efficient Equilibrium Learning from Offline Datasets Han Zhong · Wei Xiong · Jiyuan Tan · Liwei Wang · Tong Zhang · Zhaoran Wang · Zhuoran Yang |
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Poster
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Thu 15:00 |
Koopman Q-learning: Offline Reinforcement Learning via Symmetries of Dynamics Matthias Weissenbacher · Samrath Sinha · Animesh Garg · Yoshinobu Kawahara |
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Spotlight
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Thu 8:05 |
Balancing Sample Efficiency and Suboptimality in Inverse Reinforcement Learning Angelo Damiani · Giorgio Manganini · Alberto Maria Metelli · Marcello Restelli |