Incremental Federated Learning for Intrusion Detection in IoT Networks under Evolving Threat Landscape

🗓️ 11 Mar 2026 00:00:00Reported by Muaan Ur Rehman, Hayretdin Bahs, Rajesh KalakotiType

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Incremental federated learning with LSTM for IoT intrusion detection under concept drift.

11 Mar 2026 00:00Current

5.8Medium risk

Vulners AI Score5.8

IoT intrusion intrusion detection federated learning concept drift non stationary incremental learning LSTM model IoT dataset binary classification multiclass classification latency tradeoff resource constraints drift conditions representative learning retention based