Shanghao Shi, Chaoyu Zhang, Heng Jin, Hao Li, Ning Zhang, Y. Thomas Hou, Wenjing Lou · 2026 · arXiv
DOI: 10.48550/arXiv.2610.30348 · open-access PDF
Post-generation safety checkers are widely employed in diffusion-model pipelines to prevent unsafe generated content from reaching users. In this paper, we show that these safety checkers can still be bypassed by our proposed multimodal jailbreak attack, Mirage. Given an adversarial target, which can be either a reference NSFW image or a malicious text description, Mirage conceals the target within an imperceptible perturbation applied to a benign input image. Mirage exploits the shared representation space of multimodal encoders to jointly align the perturbed image with the cross-modal advers
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