Lost in Fog: Sensor Perturbations Expose Reasoning Fragility in Driving VLAs

Interpretable autonomous driving planners depend not only on generating explanations, but also on those explanations remaining reliable under real-world sensor degradation. In this paper we present a controlled perturbation study of Vision-Language-Action (VLA) robustness in autonomous driving, eval...