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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

Haewon Jeong

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Jul 2026

Optimal Domain-Aware Privacy Mechanisms for Synthetic Data Generation

This work considers normalized histograms as distribution estimators and characterize the asymptotically optimal domain-aware privacy mechanism within a specific class of DP mechanisms, and introduces PubMix, a public-data-aware DP mechanism that can be used in histogram-based data synthesis pipelines.

Sajani Vithana, Sangwon Jung, Haoyang Hu et al. · 0 citations

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