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PerturBot: Breaking Shortcut Priors in Vision-Language-Action Models with Perturbative Training

Liu, Mingyu et al.
arXiv (All) · Papers
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computer-vision-and-pattern-recognitionrobotics
A vision--language--action (VLA) policy can complete complex tasks while ignoring the evidence that should determine its actions. An object held near the wrist camera can displace the instructed target. Language and action show the same pattern: a familiar noun can trigger the operation it was paire
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