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M. Mohammed

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Review Open access Aug 2026

ALEIDF: An Adaptive Lightweight and Explainable Hybrid Deep Learning Framework for Intrusion Detection in Resource-Constrained IoT Networks

A unified framework (ALEIDF) which consolidates eight tightly coupled modules, namely: Adaptive Feature Evolution Module (AFE), Hybrid Deep Learning Engine (HDLE), Adaptive Threat Memory (ATM), Explainability Module (XM), Decision Engine (DE), Resource Optimization Module (ROM), and Online Learning Module (OLM) is prop...

Sally Hamdi, Hussein M. Farhood, M. Mohammed · 0 citations

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