On the Expressivity of Neural Networks for Deep Reinforcement Learning

Kefan Dong, Yuping Luo, Tianhe Yu, Chelsea Finn, Tengyu Ma

Abstract: We compare the model-free reinforcement learning with the model-based approaches through the lens of the expressive power of neural networks for policies, Q-functions, and dynamics. We show, theore...