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Jiafan He

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Nearly Minimax Optimal Reinforcement Learning for Linear Markov Decision Processes

Dec 12, 2022
Jiafan He, Heyang Zhao, Dongruo Zhou, Quanquan Gu

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A Simple and Provably Efficient Algorithm for Asynchronous Federated Contextual Linear Bandits

Jul 07, 2022
Jiafan He, Tianhao Wang, Yifei Min, Quanquan Gu

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Nearly Optimal Algorithms for Linear Contextual Bandits with Adversarial Corruptions

May 13, 2022
Jiafan He, Dongruo Zhou, Tong Zhang, Quanquan Gu

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Bandit Learning with General Function Classes: Heteroscedastic Noise and Variance-dependent Regret Bounds

Feb 28, 2022
Heyang Zhao, Dongruo Zhou, Jiafan He, Quanquan Gu

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Learning Stochastic Shortest Path with Linear Function Approximation

Oct 25, 2021
Yifei Min, Jiafan He, Tianhao Wang, Quanquan Gu

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Locally Differentially Private Reinforcement Learning for Linear Mixture Markov Decision Processes

Oct 19, 2021
Chonghua Liao, Jiafan He, Quanquan Gu

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Provably Efficient Representation Learning in Low-rank Markov Decision Processes

Jun 22, 2021
Weitong Zhang, Jiafan He, Dongruo Zhou, Amy Zhang, Quanquan Gu

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Uniform-PAC Bounds for Reinforcement Learning with Linear Function Approximation

Jun 22, 2021
Jiafan He, Dongruo Zhou, Quanquan Gu

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Nearly Optimal Regret for Learning Adversarial MDPs with Linear Function Approximation

Feb 17, 2021
Jiafan He, Dongruo Zhou, Quanquan Gu

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Logarithmic Regret for Reinforcement Learning with Linear Function Approximation

Nov 23, 2020
Jiafan He, Dongruo Zhou, Quanquan Gu

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