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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

Mustafa N. Mnati

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#machine learning Preprint Oct 2026

PVBRF-ID: Private, Verifiable and Byzantine-Robust Federated Intrusion Detection for Oilfield Enterprise Networks

PVBRF-ID is presented, a two-server protocol in which sites secret-share their updates and the servers jointly test each update's norm and its cosine similarity to a reference computed on a small clean root set, revealing one accept bit per site.

Mustafa S. Aljumaily, Ali A. Allami, Mustafa N. Mnati et al. · 0 citations

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