Author

Santosh Kumar Banbhrani

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#graph neural networks Open access Oct 2026

Trust-Aware Federated Learning for Privacy-Preserving IoT Intrusion Detection

FLZT-IDS (Federated Learning with Zero-Trust for Intrusion Detection in IoT) employs gradient-deviation monitoring to mitigate the effects of heterogeneous client updates, while Graph Neural Networks and an Attention-based BiLSTM capture relational and temporal attack patterns.

Santosh Kumar Banbhrani, Chengyongxiao Wei, Muhammad Asad · Electronics · 0 citations