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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Yassine El Yamani

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Open access Jul 2026

Mean/Std: Lightweight Distribution-Aware Aggregation for Federated IoT Botnet Detection

The results demonstrate that lightweight distribution-aware aggregation offers an effective, robust, and practically deployable solution for mitigating aggregation bias under simultaneous non-IID heterogeneity and severe multi-class imbalance in FL-based IoT botnet detection.

Yassine El Yamani, Youssef Baddi, Najib El Kamoun · 0 citations

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