Author

Navid Seidi

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Aug 2026

HARMONY: Hybrid Aggregation and Reputation Mechanism for Cooperative Federated Survival Analysis.

Federated Learning (FL) holds promise for digital health by enabling collaborative model training without compromising patient data privacy. However, differences in data completeness, censoring rates, patient populations, institutional reliability, and contribution quality across healthcare institutions remain major ch...

Navid Seidi, Satyaki Roy, Sajal K. Das · IEEE journal of biomedical a... · 0 citations

#machine learning Preprint Sep 2026

Adaptive Bayesian Partner Selection for Federated Clinical Centers

Results show that adaptive, utility-aware collaboration reduces communication without sacrificing accuracy when centers are numerous and small, offering a scalable paradigm for healthcare FL.

Navid Seidi, Satyaki Roy, Sajal K. Das · 0 citations