Sample Complexity of Offline Distributionally Robust Linear Markov Decision Processes

19 March 2024

Papers citing "Sample Complexity of Offline Distributionally Robust Linear Markov Decision Processes"

6 / 6 papers shown

Title
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 61 4 0 04 Apr 2024
First-order Policy Optimization for Robust Markov Decision Process Yan Li Guanghui Lan Tuo Zhao 58 23 0 21 Sep 2022
Online Robust Reinforcement Learning with Model Uncertainty Yue Wang Shaofeng Zou OOD OffRL 65 96 0 29 Sep 2021
Pessimistic Model-based Offline Reinforcement Learning under Partial Coverage Masatoshi Uehara Wen Sun OffRL 89 144 0 13 Jul 2021
Reinforcement Learning for IoT Security: A Comprehensive Survey Aashma Uprety D. Rawat AAML 27 96 0 14 Feb 2021
Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems Sergey Levine Aviral Kumar George Tucker Justin Fu OffRL GP 321 1,662 0 04 May 2020