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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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Workshop
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Fri 8:20
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Online Policy Optimization for Robust MDP
Jing Dong · Jingwei Li · Baoxiang Wang · Jingzhao Zhang
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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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A Simple and Optimal Policy Design for Online Learning with Safety against Heavy-tailed Risk
David Simchi-Levi · Zeyu Zheng · Feng Zhu
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Poster
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Wed 14:00
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Model-based Safe Deep Reinforcement Learning via a Constrained Proximal Policy Optimization Algorithm
Ashish K Jayant · Shalabh Bhatnagar
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Poster
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LAPO: Latent-Variable Advantage-Weighted Policy Optimization for Offline Reinforcement Learning
Xi Chen · Ali Ghadirzadeh · Tianhe Yu · Jianhao Wang · Alex Yuan Gao · Wenzhe Li · Liang Bin · Chelsea Finn · Chongjie Zhang
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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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Poster
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Tue 14:00
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Truly Deterministic Policy Optimization
Ehsan Saleh · Saba Ghaffari · Tim Bretl · Matthew West
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Poster
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Supported Policy Optimization for Offline Reinforcement Learning
Jialong Wu · Haixu Wu · Zihan Qiu · Jianmin Wang · Mingsheng Long
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Poster
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Wed 9:00
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Conservative Dual Policy Optimization for Efficient Model-Based Reinforcement Learning
Shenao Zhang
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