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Laiba Maryam

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#federated learning Open access Oct 2026

Dynamic weighted federated learning with client level differential privacy for DDoS detection in IoT networks

A client-level differential privacy-dynamic weighted federated learning (DWFL) framework that applies Gaussian-mechanism noise with Renyi differential privacy (DP) composition and privacy amplification by subsampling, combined with a quality-score-driven weighted aggregation mechanism, within a single unified architect...

Laiba Maryam, Bilal Shabbir Qaisar, Mubashar Raza et al. · 0 citations

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