Experimenting Federated AI Models for Hematological Diseases

Authors: Piscia D, Apellániz PA, D'Amico S, Merleau NSC, et al.

Published in: AI for Biomedical Data Workshop (2026)

Citations: New

Abstract:
This workshop paper reports experimental results from deploying federated AI models across clinical sites for hematological disease classification. The study evaluates model performance, communication overhead, and convergence behavior in realistic hospital network conditions, demonstrating that federated approaches can match centralized baselines on key diagnostic metrics while satisfying data governance requirements.