Author

Deyue Zhang

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Jul 2026

Dynamic Defense Profiling Enables Cognitive Jailbreak of Text-to-Image Models

This paper proposes MIND, a cognitive jailbreak framework that reframes adversarial prompt generation as a belief-state inference problem over latent defense mechanisms and actively models the target system's latent defense mechanisms by interpreting multi-modal feedback as high-density signals.

Dongdong Yang, Deyue Zhang, Zhao Liu et al. · arXiv.org · 0 citations