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Poster
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Wed 15:30
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Reinforcement Learning from Partial Observation: Linear Function Approximation with Provable Sample Efficiency
Qi Cai · Zhuoran Yang · Zhaoran Wang
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Spotlight
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Wed 14:45
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Reachability Constrained Reinforcement Learning
Dongjie Yu · Haitong Ma · Shengbo Li · Jianyu Chen
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Poster
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Wed 15:30
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A Natural Actor-Critic Framework for Zero-Sum Markov Games
Ahmet Alacaoglu · Luca Viano · Niao He · Volkan Cevher
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Poster
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Wed 15:30
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Actor-Critic based Improper Reinforcement Learning
Mohammadi Zaki · Avi Mohan · Aditya Gopalan · Shie Mannor
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Spotlight
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Wed 11:25
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On the Sample Complexity of Learning Infinite-horizon Discounted Linear Kernel MDPs
Yuanzhou Chen · Jiafan He · Quanquan Gu
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Poster
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Thu 15:00
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EAT-C: Environment-Adversarial sub-Task Curriculum for Efficient Reinforcement Learning
Shuang Ao · Tianyi Zhou · Jing Jiang · Guodong Long · Xuan Song · Chengqi Zhang
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Poster
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Wed 15:30
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Reachability Constrained Reinforcement Learning
Dongjie Yu · Haitong Ma · Shengbo Li · Jianyu Chen
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Spotlight
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Tue 14:40
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Sample and Communication-Efficient Decentralized Actor-Critic Algorithms with Finite-Time Analysis
Ziyi Chen · Yi Zhou · Rong-Rong Chen · Shaofeng Zou
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Poster
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Wed 15:30
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On the Sample Complexity of Learning Infinite-horizon Discounted Linear Kernel MDPs
Yuanzhou Chen · Jiafan He · Quanquan Gu
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Poster
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Tue 15:30
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Sample and Communication-Efficient Decentralized Actor-Critic Algorithms with Finite-Time Analysis
Ziyi Chen · Yi Zhou · Rong-Rong Chen · Shaofeng Zou
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Oral
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Tue 8:00
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Improved No-Regret Algorithms for Stochastic Shortest Path with Linear MDP
Liyu Chen · Rahul Jain · Haipeng Luo
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Poster
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Tue 15:30
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Improved No-Regret Algorithms for Stochastic Shortest Path with Linear MDP
Liyu Chen · Rahul Jain · Haipeng Luo
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