Background The Global Burden of Disease Study 2021 (GBD 2021) indicates that headache disorders constitute a major global public health burden. Based on its data, this study constructed models of migraine and tension-type headache across 204 countries and 21 regions to systematically analyze their epidemiological chara...
Jin-Pin Zhang, Yuan-Xi Xia, X. Wen et al.· Frontiers in Neurology· 0 citations
A non-invasive model fingerprinting framework based on collapsed generation, a phenomenon where certain input conditions produce highly consistent images across multiple stochastic seeds, is presented, establishing collapsed generation as a reliable intrinsic evidence source for non-invasive diffusion model ownership v...
Yuanmin Huang, Chen Chen, Geng Hong et al.· 0 citations
This work proposes ActivationBackdoor, an inference-time backdoor attack that composes two activation-level components for trigger detection and backdoor behavior injection, and shows that ActivationBackdoor attains attack success comparable to training-time backdoor baselines while preserving high clean-task accuracy...
Zichun Su, Mi Zhang, Xiaohan Zhang et al.· Proceedings of the 32nd ACM...· 0 citations
Collaborative inference enables cost-effective deployment of large language models by partitioning layers across multiple participants and forwarding intermediate activations between participants in a pipeline, but these transmitted activations also create a new attack surface: a malicious participant can manipulate in...
Zichun Su, Mi Zhang, Xiaohan Zhang et al.· Proceedings of the 32nd ACM...· 0 citations
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