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Hawraa A. Habeeb

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Open access Aug 2026

Proactive Deep Q-Learning Approach for Anomaly Detection in IoT IDSs

An offensive-defensive system based on Deep Reinforcement Learning (DRL) algorithms is proposed, which outperform several state-of-the-art machine learning approaches in the literature, revealing that the systematic incorporation of accurate data engineering and reinforcement learning frameworks generates a field-tested security barrier that offers an expedient reaction to counteract multifaceted threats to IoT networks.

Hawraa A. Habeeb, M. Manaa · 0 citations

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