FedMASA: Federated Minority-Aware Selection and Aggregation for Non-IID IIoT Intrusion Detection.
The heterogeneity of data across Industrial Internet of Things (IIoT) devices poses significant challenges to federated learning-based intrusion detection systems, where the Non-IID data distribution leads to poor detection performance, particularly on rare attack classes. To address these issues, this letter proposes...