What Can One Sentence Fix? A Failure Taxonomy and a Minimal Language Correction for Frozen VLA Policies.

arXiv:2608.29967v2 Announce Type: replace-cross Abstract: When a deployed vision-language-action (VLA) policy fails, fine-tuning it again for every new setting is costly, yet the person watching it can usually say what went wrong in one sentence. We ask what s