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Mingsong Chen

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Book Open access Nov 2026

Suit the Remedy to the Case: Precise Backdoor Elimination for Text-to-Image Diffusion Models via Model Editing

With the widespread adoption of Text-to-Image (T2I) Diffusion Models (DMs) across various applications, their security has attracted increasing attention. In particular, these models are highly vulnerable to backdoor attacks, where adversaries implant hidden triggers during training to manipulate model outputs at infer...

Xian-Fei Cai, Yan-Xin Yang, Ming Hu et al. · 0 citations
2025

Rising from Ashes: Generalized Federated Learning via Dynamic Parameter Reset

A novel FL framework is presented, FedPhoenix, that stochastically re-sets partial parameters in each round to destroy some features of the global model, guiding FL training to learn multiple generalized features for inference rather than specific overfitting features.

Jia-Hao Wu, Ming Hu, Yanxin Yang et al. · 1 citation

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