ALOE: Action-Level Off-Policy Evaluation for Vision-Language-Action Model Post-Training

Rushuai Yang, Hecheng Wang, Zhichao Wu +11

We study how to improve large foundation vision-language-action (VLA) systems through human-in-the-loop reinforcement learning (RL) in real-world environments. A key challenge is l…