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

Ching-An Cheng, Xinyan Yan, Byron Boots

Policy gradient methods have demonstrated success in reinforcement learning tasks that have high-dimensional continuous state and action spaces. However, policy gradient methods ar…