Preprint
Jul 2026
SynPre-FL: Synthetic data-driven pretraining integrated Federated Learning training framework
SynPre-FL is proposed, a unified framework combining high-fidelity synthetic EHR generation with synthetic-pretrained FL for robust prediction under non-IID conditions and provides a practical and reproducible framework to enable privacy-aware, interpretable, and robust clinical prediction from distributed tabular EHR data.
Akarsh K. Nair, Muhammad Arifur Rahman, N. Shopland et al.
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