arxivcs.CV2026-07-13
FedDP-PALD: A Privacy-Preserving Federated Latent Diffusion Framework with Prototype Aggregation for Medical Data Synthesis
Md. Sajeebul Islam Sk., Khan Enaet Hossain, Md. Mehedi Hasan Shawon
Medical images and physiological signals provide valuable information for accurate diagnosis. Developing diagnostic models often requires patient data from multiple institutions, although strict privacy regulations limit the sharing of sensitive clinical records. Federated learni…