Near-Optimal Provable Uniform Convergence in Offline Policy Evaluation
for Reinforcement Learning

Near-Optimal Provable Uniform Convergence in Offline Policy Evaluation for Reinforcement Learning

7 July 2020

Ming Yin

Papers citing "Near-Optimal Provable Uniform Convergence in Offline Policy Evaluation for Reinforcement Learning"

14 / 14 papers shown

Title
Policy Finetuning in Reinforcement Learning via Design of Experiments using Offline Data Ruiqi Zhang Andrea Zanette OffRL OnRL 40 7 0 10 Jul 2023
Offline Learning in Markov Games with General Function Approximation Yuheng Zhang Yunru Bai Nan Jiang OffRL 21 8 0 06 Feb 2023
Offline Stochastic Shortest Path: Learning, Evaluation and Towards Optimality Ming Yin Wenjing Chen Mengdi Wang Yu-Xiang Wang OffRL 30 4 0 10 Jun 2022
Explaining Off-Policy Actor-Critic From A Bias-Variance Perspective Ting-Han Fan Peter J. Ramadge CML FAtt OffRL 21 2 0 06 Oct 2021
Provable Benefits of Actor-Critic Methods for Offline Reinforcement Learning Andrea Zanette Martin J. Wainwright Emma Brunskill OffRL 29 111 0 19 Aug 2021
Variance-Aware Off-Policy Evaluation with Linear Function Approximation Yifei Min Tianhao Wang Dongruo Zhou Quanquan Gu OffRL 37 38 0 22 Jun 2021
Nearly Horizon-Free Offline Reinforcement Learning Tongzheng Ren Jialian Li Bo Dai S. Du Sujay Sanghavi OffRL 26 49 0 25 Mar 2021
Risk Bounds and Rademacher Complexity in Batch Reinforcement Learning Yaqi Duan Chi Jin Zhiyuan Li OffRL 20 47 0 25 Mar 2021
Infinite-Horizon Offline Reinforcement Learning with Linear Function Approximation: Curse of Dimensionality and Algorithm Lin Chen B. Scherrer Peter L. Bartlett OffRL 75 16 0 17 Mar 2021
Fast Rates for the Regret of Offline Reinforcement Learning Yichun Hu Nathan Kallus Masatoshi Uehara OffRL 11 30 0 31 Jan 2021
Is Pessimism Provably Efficient for Offline RL? Ying Jin Zhuoran Yang Zhaoran Wang OffRL 27 346 0 30 Dec 2020
Exponential Lower Bounds for Batch Reinforcement Learning: Batch RL can be Exponentially Harder than Online RL Andrea Zanette OffRL 23 71 0 14 Dec 2020
Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems Sergey Levine Aviral Kumar George Tucker Justin Fu OffRL GP 340 1,960 0 04 May 2020
Double Reinforcement Learning for Efficient Off-Policy Evaluation in Markov Decision Processes Nathan Kallus Masatoshi Uehara OffRL 38 181 0 22 Aug 2019