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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

S. Sakri

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2 papers indexed here

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Open access Sep 2026

A novel FedLLM intrusion detection framework for privacy-preserving security in IoT enabled smart city network

The proliferation of Internet of Things (IoT) devices in Smart City infrastructures has introduced unprecedented opportunities for automation, healthcare, and transportation, while simultaneously exposing the ecosystem to complex and multi-dimensional cyberattacks. Conventional intrusion detection systems (IDS) either...

Shakila Basheer, G. Aldehim, A. Alluhaidan et al. · 1 citation
#federated learning Aug 2026

SAFORI‐IDS: Semantic‐Aware Federated Intrusion Detection for IoT‐Enabled 6G Metaverse Infrastructure

The original SAFORI‐IDS framework uniquely merges semantic context and federated privacy to secure 6G‐enabled Metaverse environments and achieves over 99% accuracy, precision, recall, and F1‐score, significantly outperforming state‐of‐the‐art baselines while maintaining lightweight computational efficiency suitable for...

Shakila Basheer, Ghadah Aldehim, A. Alluhaidan et al. · 0 citations

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