Global Convergence of Policy Gradient Methods in Reinforcement Learning, Games and Control

Shicong Cen, Yuejie Chi

Policy gradient methods, where one searches for the policy of interest by maximizing the value functions using first-order information, become increasingly popular for sequential d…