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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Xinpeng Xie

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Review Open access Oct 2026

SoK: Metric Differential Privacy in Theory and Practice

This Systematization of Knowledge paper synthesizes a decade of progress on mDP, clarifying mDP's foundations and its connections to central and local DP, and surveying three principal mDP mechanism families: homogeneous distance mechanisms, non-homogeneous distance mechanisms, and optimized perturbation mechanisms.

Xinpeng Xie, Chenyang Yu, Yan Huang et al. · 0 citations

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