PC-PG: Policy Cover Directed Exploration for Provable Policy Gradient Learning

Alekh Agarwal, Mikael Henaff, Sham Kakade +1

Direct policy gradient methods for reinforcement learning are a successful approach for a variety of reasons: they are model free, they directly optimize the performance metric of…