World-VLA-Loop: Closed-Loop Learning of Video World Model and VLA Policy

Xiaokang Liu, Zechen Bai, Hai Ci +2

Reinforcement learning (RL) can refine Vision-Language-Action (VLA) policies beyond behavior cloning, but real-world RL remains expensive due to extensive rollouts, resets, supervi…