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Jun-Jian Li

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#artificial intelligence Preprint Sep 2026

Learning Normal Diffusion Dynamics for Backdoor Defense in Text-to-Image Models

Backdoor attacks pose a serious threat to the secure deployment of text-to-image (T2I) diffusion models. Existing defenses typically detect backdoors from specific abnormal patterns in internal representations, which may limit their generalizability with the emergence of increasingly diverse attack mechanisms. In this...

Jun-Jian Li, Xiao-Long Liu, Peng Sun et al. · 1 citation

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