Julien Lehmann

Analysis of a Target-Based Actor-Critic Algorithm with Linear Function Approximation

Actor-critic methods integrating target networks have exhibited a stupendous empirical success in deep reinforcement learning. However, a theoretical understanding of the use of target networks in actor-critic methods is largely missing in the literature. In this paper, we reduce this gap between th…