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

Carl Qi, Weijun Dong, Xiaojie Wang +8

Generalist robot policies offer strong behavioral priors, but achieving deployment-level reliability and throughput remains difficult. Reinforcement learning (RL) can improve these…