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Sana Qadir

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Enhanced IoT malware detection via robust and scalable federated learning

A decentralised federated learning (FL)-based IoT malware detection framework, evaluated using the recent IoT-23 dataset and systematically assessed in terms of robustness and scalability, highlighting the feasibility of robust and scalable FL-based security systems in real-world IoT deployments.

Saba Nayab, Sana Qadir, Madiha Khalid et al. · 0 citations
Review Open access Jun 2026

A Comprehensive Survey of Artificial Intelligence Applications in Cyber Security: Taxonomy, Challenges, and Future Directions

The increasing complexity and scale of cyber threats demand intelligent and adaptive defense mechanisms that extend beyond traditional approaches. Artificial Intelligence (AI) has emerged as a key enabler for enhancing cyber security through automated detection, analysis, and response. This paper presents a comprehensi...

Shahid Alam, Ehab T Alnfrawy, Amina Jameel et al. · 0 citations

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