PrivFedTalk presents a federated conditional latent diffusion system with LoRA identity adapters, ISFA aggregation, and TDC regularization that enables privacy-preserving personalized talking-head generation across distributed clients.
One-shot high-fidelity talking-head synthesis with deformable neural radiance field
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PrivFedTalk: Privacy-Aware Federated Diffusion with Identity-Stable Adapters for Personalized Talking-Head Generation
PrivFedTalk presents a federated conditional latent diffusion system with LoRA identity adapters, ISFA aggregation, and TDC regularization that enables privacy-preserving personalized talking-head generation across distributed clients.