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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Poonam Bala Nehru

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#artificial intelligence Preprint Sep 2026

Quantum Computing for Network Security Classification: Near-Term Classification and Long-Term Memory Efficiency

Evaluating near-term quantum-kernel support vector machines on practical network-security classification tasks and using quantum oracle sketching (QOS) to study a longer-term memory advantage for classification with streaming classical samples shows how quantum computing may contribute to network-security classificatio...

Yu-Qing Li, Poonam Bala Nehru, Yun-Peng Zhang et al. · 0 citations
Open access 2026

TAE-MAGSAGE: Topology Aware Metric Learning for Graph Based Network Intrusion Detection

TAE-MAGSAGE, an edge-centric graph learning model which uses the observed communication structure to construct graphs and applies a line graph transformation to perform flow-level classification without collapsing the interaction relationships, is introduced.

Poonam Bala Nehru, Yun-Peng Zhang, Ren-Jie Hu et al. · 0 citations

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