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Blessing of Class Diversity in Pre-training


Sep 12, 2022
Yulai Zhao, Jianshu Chen, Simon S. Du


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Denoised MDPs: Learning World Models Better Than the World Itself


Jul 18, 2022
Tongzhou Wang, Simon S. Du, Antonio Torralba, Phillip Isola, Amy Zhang, Yuandong Tian

* Project page: https://ssnl.github.io/denoised_mdp/ Code: https://github.com/facebookresearch/denoised_mdp 

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Optimal Extragradient-Based Bilinearly-Coupled Saddle-Point Optimization


Jun 17, 2022
Simon S. Du, Gauthier Gidel, Michael I. Jordan, Chris Junchi Li


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Learning in Congestion Games with Bandit Feedback


Jun 04, 2022
Qiwen Cui, Zhihan Xiong, Maryam Fazel, Simon S. Du

* 33 pages 

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On Gap-dependent Bounds for Offline Reinforcement Learning


Jun 01, 2022
Xinqi Wang, Qiwen Cui, Simon S. Du

* 33 pages, 1 figure, submitted to NeurIPS 2022 

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Provably Efficient Offline Multi-agent Reinforcement Learning via Strategy-wise Bonus


Jun 01, 2022
Qiwen Cui, Simon S. Du

* 34 pages 

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Provable General Function Class Representation Learning in Multitask Bandits and MDPs


May 31, 2022
Rui Lu, Andrew Zhao, Simon S. Du, Gao Huang


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Variance-Aware Sparse Linear Bandits


May 26, 2022
Yan Dai, Ruosong Wang, Simon S. Du


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