ML Anthology

Liu, Zhishuai

5 publications

NeurIPS 2025 Linear Mixture Distributionally Robust Markov Decision Processes Zhishuai Liu, Pan Xu
ICML 2025 Robust Offline Reinforcement Learning with Linearly Structured $f$-Divergence Regularization Cheng Tang, Zhishuai Liu, Pan Xu
ICML 2025 Sample Complexity of Distributionally Robust Off-Dynamics Reinforcement Learning with Online Interaction Yiting He, Zhishuai Liu, Weixin Wang, Pan Xu
AISTATS 2024 Distributionally Robust Off-Dynamics Reinforcement Learning: Provable Efficiency with Linear Function Approximation Zhishuai Liu, Pan Xu
NeurIPS 2024 Minimax Optimal and Computationally Efficient Algorithms for Distributionally Robust Offline Reinforcement Learning Zhishuai Liu, Pan Xu