From Model Approval to Interface Governance: Federated Learning, Lifecycle Accountability, and AI-Enabled Software as a Medical Device
AI-enabled Software as a Medical Device (AI-SaMD) is increasingly governed through lifecycle instruments such as predetermined change control plans and Good Machine Learning Practice. Federated learning has been advanced as a privacy-preserving alternative to centralized training, but it destabilizes a foundational ass...