AINeutralarXiv – CS AI · 7h ago6/10
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Does Visual Information Play a Decisive Role in Vision-Language-Action Model Driving Behavior?
Researchers introduce a structured visual perturbation framework to analyze how Vision-Language-Action (VLA) models ground their autonomous driving decisions in visual information. The study reveals uneven visual dependency across different abstraction levels, highlighting the need for better diagnostic tools to ensure safer, more robust autonomous driving systems.