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20242026
most citedVisual Adversarial Attack on Vision-Language Models for Autonomous Driving

2 citations · 4 across the 7 of their papers we have counts for

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cs.CV2025

Bench2ADVLM: A Closed-Loop Benchmark for Vision-language Models in Autonomous Driving

Tianyuan Zhang, Ting Jin, Lu Wang +5

Vision-Language Models (VLMs) have recently emerged as a promising paradigm in autonomous driving (AD). However, current performance evaluation protocols for VLM-based AD systems (…

cs.CV2025

Black-Box Adversarial Attack on Vision Language Models for Autonomous Driving

Lu Wang, Tianyuan Zhang, Yang Qu +5

Vision-language models (VLMs) have significantly advanced autonomous driving (AD) by enhancing reasoning capabilities; however, these models remain highly susceptible to adversaria…