Department of Computer Science, UC Santa Barbara; Department of Computer Science, UC Santa Barbara and Department of Statistics and Applied Probability, UC Santa Barbara
Ming Yin, Yu-Xiang Wang
Theory;Reinforcement learning theory;Markov decision process theory
Optimal Uniform OPE and Model-based Offline Reinforcement Learning in Time-Homogeneous, Reward-Free and Task-Agnostic Settings