An Improved Analysis of (Variance-Reduced) Policy Gradient and Natural Policy Gradient Methods

Yanli Liu, Kaiqing Zhang, Tamer Başar +1

In this paper, we revisit and improve the convergence of policy gradient (PG), natural PG (NPG) methods, and their variance-reduced variants, under general smooth policy parametriz…