PoisonLoRA demonstrates ~100% attack success rates for stealthy LoRA poisoning via concept hijacking and task injection on real platforms, with robustness to base model transfer and multiple remixes.
Dynamic attention analysis for backdoor detection in text-to- image diffusion models
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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.
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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.