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72 Results

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Spotlight
Wed 13:35 Bayesian Nonparametrics for Offline Skill Discovery
Valentin Villecroze · Harry Braviner · Panteha Naderian · Chris Maddison · Gabriel Loaiza-Ganem
Spotlight
Tue 11:35 Lyapunov Density Models: Constraining Distribution Shift in Learning-Based Control
Katie Kang · Paula Gradu · Jason Choi · Michael Janner · Claire Tomlin · Sergey Levine
Spotlight
Thu 13:25 Making Linear MDPs Practical via Contrastive Representation Learning
Tianjun Zhang · Tongzheng Ren · Mengjiao Yang · Joseph E Gonzalez · Dale Schuurmans · Bo Dai
Poster
Wed 15:30 Bayesian Nonparametrics for Offline Skill Discovery
Valentin Villecroze · Harry Braviner · Panteha Naderian · Chris Maddison · Gabriel Loaiza-Ganem
Poster
Thu 15:00 Making Linear MDPs Practical via Contrastive Representation Learning
Tianjun Zhang · Tongzheng Ren · Mengjiao Yang · Joseph E Gonzalez · Dale Schuurmans · Bo Dai
Poster
Tue 15:30 Lyapunov Density Models: Constraining Distribution Shift in Learning-Based Control
Katie Kang · Paula Gradu · Jason Choi · Michael Janner · Claire Tomlin · Sergey Levine
Spotlight
Thu 11:45 Off-Policy Fitted Q-Evaluation with Differentiable Function Approximators: Z-Estimation and Inference Theory
Ruiqi Zhang · Xuezhou Zhang · Chengzhuo Ni · Mengdi Wang
Oral
Wed 7:30 A Minimax Learning Approach to Off-Policy Evaluation in Confounded Partially Observable Markov Decision Processes
Chengchun Shi · Masatoshi Uehara · Jiawei Huang · Nan Jiang
Poster
Wed 15:30 A Minimax Learning Approach to Off-Policy Evaluation in Confounded Partially Observable Markov Decision Processes
Chengchun Shi · Masatoshi Uehara · Jiawei Huang · Nan Jiang
Spotlight
Wed 14:25 Learning Pseudometric-based Action Representations for Offline Reinforcement Learning
Pengjie Gu · Mengchen Zhao · Chen Chen · Dong Li · Jianye Hao · Bo An
Poster
Thu 15:00 Off-Policy Fitted Q-Evaluation with Differentiable Function Approximators: Z-Estimation and Inference Theory
Ruiqi Zhang · Xuezhou Zhang · Chengzhuo Ni · Mengdi Wang
Poster
Wed 15:30 Learning Pseudometric-based Action Representations for Offline Reinforcement Learning
Pengjie Gu · Mengchen Zhao · Chen Chen · Dong Li · Jianye Hao · Bo An