Federated Learning for Enterprise Information Systems: Security, Privacy, Architecture, and Deployment Challenges—A Review
: Federated learning enables organizations to develop shared models while retaining local control of training records. Exchanged updates can nevertheless reveal sensitive information, making privacy protection a central system-design requirement. This narrative review examines cross-silo collaboration from the choice o...