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Jul 2026

Fed-DiffLoRA: Personalized Federated Style Transfer for T2I Diffusion Models

Low-Rank Adaptation (LoRA) merging enables efficient customization of T2I diffusion models; nevertheless, centralized aggregation raises serious privacy concerns. While federated LoRA adaptations mitigate these risks, diffusion models present unique challenges: structural heterogeneity and vulnerability to member infer...

Fan Qi, Yue Cheng, Xiaoshan Yang et al. · 0 citations

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