Fan Chen
Fan Chen
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Unified algorithms for rl with decision-estimation coefficients: No-regret, pac, and reward-free learning
F Chen, S Mei, Y Bai
arXiv preprint arXiv:2209.11745, 2022
Transformers as Statisticians: Provable In-Context Learning with In-Context Algorithm Selection
Y Bai, F Chen, H Wang, C Xiong, S Mei
arXiv preprint arXiv:2306.04637, 2023
Partially observable rl with b-stability: Unified structural condition and sharp sample-efficient algorithms
F Chen, Y Bai, S Mei
arXiv preprint arXiv:2209.14990, 2022
Independent natural policy gradient methods for potential games: Finite-time global convergence with entropy regularization
S Cen, F Chen, Y Chi
2022 IEEE 61st Conference on Decision and Control (CDC), 2833-2838, 2022
A unified primal-dual algorithm framework for inequality constrained problems
Z Zhu, F Chen, J Zhang, Z Wen
Journal of Scientific Computing 97 (2), 1-39, 2023
Lower Bounds for Learning in Revealing POMDPs
F Chen, H Wang, C Xiong, S Mei, Y Bai
arXiv preprint arXiv:2302.01333, 2023
A Near-Optimal Primal-Dual Method for Off-Policy Learning in CMDP
F Chen, J Zhang, Z Wen
Advances in Neural Information Processing Systems 35, 10521-10532, 2022
On the Optimal Lower and Upper Complexity Bounds for a Class of Composite Optimization Problems
Z Zhu, F Chen, J Zhang, Z Wen
arXiv preprint arXiv:2308.06470, 2023
Provable Convergence of Variational Monte Carlo Methods
T Li, F Chen, H Chen, Z Wen
arXiv preprint arXiv:2303.10599, 2023
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