Deep Primal-Dual Reinforcement Learning: Accelerating Actor-Critic using Bellman Duality

Woon Sang Cho, Mengdi Wang

We develop a parameterized Primal-Dual $\pi$ Learning method based on deep neural networks for Markov decision process with large state space and off-policy reinforcement learning. I…