VLCP: Vision Language Control Policy Closed-Loop Code Replanning for Robot Manipulation
VLCP closes the loop where the failure actually lives, on the control code, within a single episode, and keeps the VLM frozen, which is a training-free policy with a tenfold gap between pooled success and confidence intervals in every scene family.
Dhia Naouali, Ming Wu, Claudia Wong et al.
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