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Poster
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Wed 14:00
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A Near-Optimal Primal-Dual Method for Off-Policy Learning in CMDP
Fan Chen · Junyu Zhang · Zaiwen Wen
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Poster
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Thu 14:00
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Off-Policy Evaluation with Policy-Dependent Optimization Response
Wenshuo Guo · Michael Jordan · Angela Zhou
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Poster
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Wed 9:00
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Max-Min Off-Policy Actor-Critic Method Focusing on Worst-Case Robustness to Model Misspecification
Takumi Tanabe · Rei Sato · Kazuto Fukuchi · Jun Sakuma · Youhei Akimoto
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Poster
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Wed 14:00
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Mismatched No More: Joint Model-Policy Optimization for Model-Based RL
Benjamin Eysenbach · Alexander Khazatsky · Sergey Levine · Russ Salakhutdinov
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Poster
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On the role of overparameterization in off-policy Temporal Difference learning with linear function approximation
Valentin Thomas
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Poster
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Wed 9:00
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The Policy-gradient Placement and Generative Routing Neural Networks for Chip Design
Ruoyu Cheng · Xianglong Lyu · Yang Li · Junjie Ye · Jianye Hao · Junchi Yan
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Workshop
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Pareto-Optimal Diagnostic Policy Learning in Clinical Applications via Semi-Model-Based Deep Reinforcement Learning
zheng Yu · Yikuan Li · Joseph Kim · Kaixuan Huang · Yuan Luo · Mengdi Wang
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Workshop
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Pareto-Optimal Diagnostic Policy Learning in Clinical Applications via Semi-Model-Based Deep Reinforcement Learning
zheng Yu · Yikuan Li · Joseph Kim · Kaixuan Huang · Yuan Luo · Mengdi Wang
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Poster
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Tue 9:00
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Instance-Dependent Near-Optimal Policy Identification in Linear MDPs via Online Experiment Design
Andrew Wagenmaker · Kevin Jamieson
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Poster
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Wed 9:00
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DeepTOP: Deep Threshold-Optimal Policy for MDPs and RMABs
Khaled Nakhleh · I-Hong Hou
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Poster
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Thu 14:00
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Batch size-invariance for policy optimization
Jacob Hilton · Karl Cobbe · John Schulman
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Poster
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Thu 9:00
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Factored DRO: Factored Distributionally Robust Policies for Contextual Bandits
Tong Mu · Yash Chandak · Tatsunori Hashimoto · Emma Brunskill
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