A Variance-Reduced Cubic-Regularized Newton for Policy Optimization

Cheng Sun, Zhen Zhang, Shaofu Yang

In this paper, we study a second-order approach to policy optimization in reinforcement learning. Existing second-order methods often suffer from suboptimal sample complexity or re…