Statistical Learning of Distributionally Robust Stochastic Control in Continuous State Spaces

17 June 2024

Papers citing "Statistical Learning of Distributionally Robust Stochastic Control in Continuous State Spaces"

4 / 4 papers shown

Title
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 75 32 0 16 May 2023
A Finite Sample Complexity Bound for Distributionally Robust Q-learning Shengbo Wang Nian Si Jose H. Blanchet Zhengyuan Zhou OOD OffRL 59 26 0 26 Feb 2023
Distributionally Robust Model-Based Offline Reinforcement Learning with Near-Optimal Sample Complexity Laixi Shi Yuejie Chi OOD OffRL 52 66 0 11 Aug 2022
Sample Complexity of Robust Reinforcement Learning with a Generative Model Kishan Panaganti D. Kalathil 98 74 0 02 Dec 2021