Sample Complexity of Robust Reinforcement Learning with a Generative Model

2 December 2021

Papers citing "Sample Complexity of Robust Reinforcement Learning with a Generative Model"

11 / 11 papers shown

Title
Near-Optimal Sample Complexity for Iterated CVaR Reinforcement Learning with a Generative Model Zilong Deng Simon Khan Shaofeng Zou 45 0 0 11 Mar 2025
Near-Optimal Policy Identification in Robust Constrained Markov Decision Processes via Epigraph Form Toshinori Kitamura Tadashi Kozuno Wataru Kumagai Kenta Hoshino Y. Hosoe Kazumi Kasaura Masashi Hamaya Paavo Parmas Yutaka Matsuo 70 0 0 29 Aug 2024
Robust Q-Learning for finite ambiguity sets Cécile Decker Julian Sester 21 0 0 05 Jul 2024
Constrained Reinforcement Learning Under Model Mismatch Zhongchang Sun Sihong He Fei Miao Shaofeng Zou 33 4 0 02 May 2024
Distributionally Robust Reinforcement Learning with Interactive Data Collection: Fundamental Hardness and Near-Optimal Algorithm Miao Lu Han Zhong Tong Zhang Jose H. Blanchet OffRL OOD 68 4 0 04 Apr 2024
Distributionally Robust Model-based Reinforcement Learning with Large State Spaces Shyam Sundhar Ramesh Pier Giuseppe Sessa Yifan Hu Andreas Krause Ilija Bogunovic OOD 31 10 0 05 Sep 2023
Seeing is not Believing: Robust Reinforcement Learning against Spurious Correlation Wenhao Ding Laixi Shi Yuejie Chi Ding Zhao OOD 27 18 0 15 Jul 2023
Double Pessimism is Provably Efficient for Distributionally Robust Offline Reinforcement Learning: Generic Algorithm and Robust Partial Coverage Jose H. Blanchet Miao Lu Tong Zhang Han Zhong OffRL 37 29 0 16 May 2023
Facilitating Sim-to-real by Intrinsic Stochasticity of Real-Time Simulation in Reinforcement Learning for Robot Manipulation Ram Dershan Amir M. Soufi Enayati Zengjie Zhang D. Richert H. Najjaran 22 3 0 12 Apr 2023
A Finite Sample Complexity Bound for Distributionally Robust Q-learning Shengbo Wang Nian Si Jose H. Blanchet Zhengyuan Zhou OOD OffRL 18 22 0 26 Feb 2023
Risk-Averse MDPs under Reward Ambiguity Haolin Ruan Zhi Chen C. Ho 20 2 0 03 Jan 2023