Global Convergence of Natural Policy Gradient with Hessian-aided Momentum Variance Reduction

Jie Feng, Ke Wei, Jinchi Chen

Natural policy gradient (NPG) and its variants are widely-used policy search methods in reinforcement learning. Inspired by prior work, a new NPG variant coined NPG-HM is developed…