arxivcs.SEcs.LG2026-07-11
Toward Production-Ready Federated Learning in Healthcare: Privacy, Orchestration, and Governance in MLOps
Sakshi Gorkhali, Jonesh Shrestha
Healthcare organizations often cannot freely centralize patient data because medical records are sensitive, regulated, and institutionally controlled. Federated learning offers a practical alternative by allowing hospitals and clinics to train a shared model while keeping raw dat…