AF-IoTS: An Adaptive Trust-Aware Federated Architecture for Scalable Intrusion Detection in Heterogeneous IoT Environments
The Internet of Things (IoT) generates massive, privacy-sensitive traffic across heterogeneous, resource-constrained devices, making centralized intrusion detection systems (IDS) increasingly impractical due to scalability, latency, and privacy limitations. Existing federated learning (FL) based IDS solutions partially...