Locally-Guided Actor-Critic: Training a Goal-conditioned Actor with a Subgoal-aware Critic

Olivier Serris, Stéphane Doncieux, Olivier Sigaud

Goal-conditioned reinforcement learning struggles with long horizons when rewards are sparse. While a planner can provide subgoals to guide a low-level policy, its use at test time…