(2/3)
🏥 Train shared models across hospitals without sharing raw patient data
🌐 Tackle non-iid data, system heterogeneity, and robust aggregation across sites
🔐 Add secure aggregation differential privacy because FL alone ≠ guaranteed privacy
📊 Learn from real deployments in imaging, EHRs, and outcome prediction, not just simulations
🛠️ Treat governance, infra, and MLOps for FL as core research problems, not afterthoughts