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cs.CR2026
Backdoor Sentinel: Detecting and Detoxifying Backdoors in Diffusion Models via Temporal Noise Consistency
Bingzheng Wang, Xiaoyan Gu, Hongbo Xu +5
Diffusion models have been widely deployed in AIGC services, but their reliance on opaque training data exposes them to backdoor attacks. In practical auditing scenarios, auditors…
cs.CR2026
Attesting Model Lineage by Consisted Knowledge Evolution with Fine-Tuning Trajectory
Zhuoyi Shang, Jiasen Li, Pengzhen Chen +3
The fine-tuning technique in deep learning gives rise to an emerging lineage relationship among models. This lineage provides a promising perspective for addressing security concer…