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Magi Hossameldin Mahfouz

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#reinforcement learning Open access Sep 2026

Explainable Hybrid Intelligence for Autonomous Cyber Defense: Adaptive Intrusion Detection and Real-time Firewall Enforcement Using Reinforcement Learning

Conventional rule-based firewalls rely on static signatures, limiting adaptability to unseen attacks, while AI-enabled commercial tools remain proprietary and lack transparency.This paper presents Net-Knight, an explainable hybrid intelligence framework integrating supervised intrusion detection, unsupervised anomaly d...

Magi Hossameldin Mahfouz, Raghda Essam Ali, Ayat Mahmoud · 0 citations

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