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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Mubashar Raza

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2 papers indexed here

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Open access Aug 2026

Liquid neural networks for adaptive DDoS detection in IoT and SDN environments

DDoS attacks continue to threaten Internet of Things (IoT) and Software Defined Networking (SDN) systems, where network traffic is highly dynamic and changes rapidly over time. Most machine learning and deep learning-based detection models assume stable traffic distributions and therefore struggle when attackers vary p...

Mubashar Raza, M. A. Sattar, Zarmina Jahangir et al. · 0 citations
#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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