Neural Actor--Critic Learning with Minimax Critics and Reflected Langevin Sampling

Kunqi Huang, Lican Kang, Hongrui Shu +1

Actor--critic methods rely on critic gradients to improve continuous-action policies, yet finite-sample guarantees must control both value and gradient errors and their propagation…