Linear-Quadratic Mean-Field Reinforcement Learning: Convergence of Policy Gradient Methods

René Carmona, Mathieu Laurière, Zongjun Tan

We investigate reinforcement learning in the setting of Markov decision processes for a large number of exchangeable agents interacting in a mean field manner. Applications include…