Scientific Reports (Nature Publishing Group)
IoT Network Security / Federated Learning
Feb 03, 2026
Dataset-Centric Evaluation of Federated Intrusion Detection Models in IoT Networks
A federated learning evaluation across several contemporary IoT and IIoT intrusion detection datasets, benchmarking algorithms such as FedAvg, FedProx, and FedNova with LSTM and Transformer models in in-domain, cross-dataset, and multi-dataset federation scenarios.
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