AF-IoTS: An Adaptive Trust-Aware Federated Architecture for Scalable Intrusion Detection in Heterogeneous IoT Environments
This paper proposes Adaptive Federated IoT Security (AF-IoTS), an architectural framework that integrates federated learning with three coordinated mechanisms, and expected outcomes include preserving data locality, improving robustness against unreliable and malicious clients, and providing a coherent architectural ba...