AIBullisharXiv – CS AI · 14h ago7/10
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Risk Awareness Injection: Calibrating Vision-Language Models for Safety without Compromising Utility
Researchers propose Risk Awareness Injection (RAI), a lightweight, training-free framework that enhances vision-language models' ability to recognize unsafe content by amplifying risk signals in their feature space. The method maintains model utility while significantly reducing vulnerability to multimodal jailbreak attacks, addressing a critical security gap in VLMs.