Policy Gradient Algorithms for Robust MDPs with Non-Rectangular Uncertainty Sets

Mengmeng Li, Daniel Kuhn, Tobias Sutter

We propose policy gradient algorithms for robust infinite-horizon Markov decision processes (MDPs) with non-rectangular uncertainty sets, thereby addressing an open challenge in th…