First reported aclanthology.org
Research · latest
First reported phishfort.com
Multimodal AI Jailbreak Attacks: The Image-Based Threat to Enterprise AI
Researchers at Florida International University (Hadi Amini and Md Jueal Mia) developed JaiLIP (Jailbreaking with Loss-guided Image Perturbation), a technique that embeds instructions into images via pixel-level perturbations invisible to humans but readable by vision-language models. Tested against BLIP-2, JaiLIP nearly doubled the rate of policy-violating outputs, and because most enterprise guardrails only inspect the text channel, the malicious payload in the image tensor bypasses safety filters entirely. Details →How the wire is made
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