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visual degradation

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Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Jun 15, 2026 · Artificial Intelligence

Blurry Images Create a ‘Comfort Zone’ for Jailbreaking Multimodal LLMs

A new study from Westlake University shows that when harmful text is rendered as low‑resolution, blurry, or noisy images, multimodal large language models become significantly easier to jailbreak despite still recognizing the text, revealing a U‑shaped risk curve and a simple mitigation that decouples OCR from safety checks.

OCRjailbreakmultimodal LLM
0 likes · 10 min read
Blurry Images Create a ‘Comfort Zone’ for Jailbreaking Multimodal LLMs
Machine Heart
Machine Heart
Jun 14, 2026 · Artificial Intelligence

When Blurry Images Create an Attack Comfort Zone for Multimodal LLMs

Westlake University's AGI Lab shows that when harmful text is rendered as low‑resolution, blurry or noisy images, multimodal large language models can still read the content but their safety filters fail, creating an 'attack comfort zone' that dramatically raises jailbreak success rates across several models.

OCRjailbreakmultimodal LLM
0 likes · 9 min read
When Blurry Images Create an Attack Comfort Zone for Multimodal LLMs