Cosine-Aware Adaptive EWC dynamically adjusts parameter regularization using cosine semantic utility and adaptive scheduling to achieve higher ASR-fidelity balance and OOD robustness in T2I backdoor attacks.
Ufid: A unified framework for black-box input- level backdoor detection on diffusion models.AAAI, 39(26): 27312–27320
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Beyond the False Trade-off: Adaptive EWC for Stealthy and Generalizable T2I Backdoors
Cosine-Aware Adaptive EWC dynamically adjusts parameter regularization using cosine semantic utility and adaptive scheduling to achieve higher ASR-fidelity balance and OOD robustness in T2I backdoor attacks.