Dual Advantage Fields.

arXiv:2606.04188v2 Announce Type: replace-cross Abstract: Offline goal-conditioned reinforcement learning requires both long-horizon reachability estimates and local action comparisons. Dual goal representations provide value fields that capture global goal re