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Training-Free Action Correction for VLA Model Failures via Language Feedback

Research

Source: arXiv cs.ROPublish time unverified

arXiv:2608.29967v1 Announce Type: new Abstract: Vision-Language-Action (VLA) models demonstrate strong semantic understanding yet exhibit systematic failures during deployment. The conditions under which these failures occur, and whether they can be corrected without retraining, remain poorly understood. In this paper, we take steps toward addressing this gap.

Training-Free Action Correction for VLA Model Failures via Language Feedback | Embodied Intelligence Observer