Robustness to Model Approximation, Model Learning From Data, and Sample Complexity in Wasserstein Regular MDPs

Yichen Zhou, Yanglei Song, Serdar Yüksel

The paper studies the robustness properties of discrete-time stochastic optimal control under Wasserstein model approximation for both discounted-cost and average-cost criteria. Sp…