Author

Pengpeng Qiao

Beijing Institute of Technology

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Jul 2026

TYPO: Instruction-Dense Visual Jailbreaks against Commercial Closed-Source Image-Generation Models

This paper introduces the concept of instruction-dense visual jailbreaks, in which image-generation models produce detailed, readable, and actionable harmful instructions within images, and proposes TYPO, a black-box framework that exploits this safety gap by automatically generating adversarial TYPOgraphy prompts.

Meng Xie, Li Zeng, Hang Zhang et al. · arXiv.org · 0 citations