Safe Wasserstein Constrained Deep Q-Learning

Aaron Kandel, Scott J. Moura

This paper presents a distributionally robust Q-Learning algorithm (DrQ) which leverages Wasserstein ambiguity sets to provide idealistic probabilistic out-of-sample safety guarant…