Task-Aligned Stability Analysis of Vision-Language Models for Autonomous Driving Hazard Detection.

arXiv:2606.11889v2 Announce Type: replace-cross Abstract: Vision-language models (VLMs) are increasingly used for scene understanding in autonomous driving, but robustness analysis often relies on task-agnostic embedding stability alone. We study whether corru