Perturbation-Based Epistemic Uncertainty for Failure Detection in Vision-Language-Action Models

Yousung Lee, Dongsoo Har

Vision-Language-Action (VLA) models have shown strong performance in robotic manipulation, but reliable uncertainty quantification remains challenging, particularly under distribut…