Sample-Efficient Reinforcement Learning for Policy Improvement via Flow-Reversed Action Anchors.

arXiv:2610.22852v1 Announce Type: cross Abstract: Generalist robot policies offer strong behavioral priors, but achieving deployment-level reliability and throughput remains difficult. Reinforcement learning (RL) can improve these policies, yet its effectivene