On the Global Optimality of Policy Gradient Methods in General Utility Reinforcement Learning

Anas Barakat, Souradip Chakraborty, Peihong Yu +2

Reinforcement learning with general utilities (RLGU) offers a unifying framework to capture several problems beyond standard expected returns, including imitation learning, pure ex…