Trajectory-wise Control Variates for Variance Reduction in Policy Gradient Methods

Ching-An Cheng, Xinyan Yan, Byron Boots

Abstract: Policy gradient methods have demonstrated success in reinforcement learning tasks with high-dimensional continuous state and action spaces. But they are also notoriously sample inefficient, which c...