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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

K. Poudel

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Conference Jul 2026

Aggregate-Only Observability for Privacy–Utility Tradeoffs in Federated Learning

Federated Learning (FL) avoids centralizing raw data, but server-side access to per-client updates still creates a significant privacy risk because gradients can leak sensitive information through inversion and related attacks. A common defense is client-level Differential Privacy (DP), which reduces attack fidelity by...

Clifford N. Jones, Md Nahid Hasan, S. Wagle et al. · 0 citations

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