Corruption-Robust Offline Reinforcement Learning

Corruption-Robust Offline Reinforcement Learning

11 June 2021

Papers citing "Corruption-Robust Offline Reinforcement Learning"

12 / 12 papers shown

Title
Towards Robust Policy: Enhancing Offline Reinforcement Learning with Adversarial Attacks and Defenses Thanh Nguyen T. Luu Tri Ton Chang D. Yoo OffRL AAML 32 0 0 18 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 71 4 0 04 Apr 2024
MoMA: Model-based Mirror Ascent for Offline Reinforcement Learning Mao Hong Zhiyue Zhang Yue Wu Yan Xu OffRL 41 0 0 21 Jan 2024
Offline Primal-Dual Reinforcement Learning for Linear MDPs Germano Gabbianelli Gergely Neu Nneka Okolo Matteo Papini OffRL 29 7 0 22 May 2023
Offline Minimax Soft-Q-learning Under Realizability and Partial Coverage Masatoshi Uehara Nathan Kallus Jason D. Lee Wen Sun OffRL 18 5 0 05 Feb 2023
Importance Weighted Actor-Critic for Optimal Conservative Offline Reinforcement Learning Hanlin Zhu Paria Rashidinejad Jiantao Jiao OffRL 30 15 0 30 Jan 2023
Byzantine-Robust Online and Offline Distributed Reinforcement Learning Yiding Chen Xuezhou Zhang K. Zhang Mengdi Wang Xiaojin Zhu OffRL 13 16 0 01 Jun 2022
COPA: Certifying Robust Policies for Offline Reinforcement Learning against Poisoning Attacks Fan Wu Linyi Li Chejian Xu Huan Zhang B. Kailkhura K. Kenthapadi Ding Zhao Bo-wen Li AAML OffRL 16 33 0 16 Mar 2022
The Efficacy of Pessimism in Asynchronous Q-Learning Yuling Yan Gen Li Yuxin Chen Jianqing Fan OffRL 70 40 0 14 Mar 2022
Representation Learning for Online and Offline RL in Low-rank MDPs Masatoshi Uehara Xuezhou Zhang Wen Sun OffRL 48 125 0 09 Oct 2021
COMBO: Conservative Offline Model-Based Policy Optimization Tianhe Yu Aviral Kumar Rafael Rafailov Aravind Rajeswaran Sergey Levine Chelsea Finn OffRL 214 413 0 16 Feb 2021
Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems Sergey Levine Aviral Kumar George Tucker Justin Fu OffRL GP 329 1,949 0 04 May 2020