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

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Nariman A. Khalil

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Open access Sep 2026

HAF-BiTrans: A Heterogeneity-Aware Federated BiLSTM-Transformer Framework for Privacy-Preserving Detection of Multi-Stage APT Behaviors in IoT Networks

HAF-BiTrans is presented as a compact, edge-oriented federated architecture whose robustness under difficult non-IID conditions still requires further optimization and its practical strength is efficiency.

Tareef S. Alkellezli, Nariman A. Khalil · 0 citations

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