Addressing Function Approximation Error in Actor-Critic Methods

Scott Fujimoto, Herke van Hoof, David Meger

Abstract: In value-based reinforcement learning methods such as deep Q-learning, function approximation errors are known to lead to overestimated value estimates and suboptimal policies. We show that this pr...