Unifying Goal-Conditioned RL and Unsupervised Skill Learning via Control-Maximization.

arXiv:2605.06145v2 Announce Type: replace-cross Abstract: Unsupervised pretraining has driven empirical advances in goal-conditioned reinforcement learning (GCRL), but its theoretical foundations remain poorly understood. In particular, an influential class of