Fast Global Convergence of Natural Policy Gradient Methods with Entropy Regularization

Shicong Cen, Chen Cheng, Yuxin Chen, Yuting Wei, Yuejie Chi

Abstract: Preconditioning and Regularization Enable Faster Reinforcement LearningNatural policy gradient (NPG) methods, in conjunction with entropy regularization to encourage exploration, are among the most...