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cs.CR2022
Rainbow Differential Privacy
Ziqi Zhou, Onur Günlü, Rafael G. L. D'Oliveira +3
We extend a previous framework for designing differentially private (DP) mechanisms via randomized graph colorings that was restricted to binary functions, corresponding to colorin…
cs.CR2021
Offset-Symmetric Gaussians for Differential Privacy
Parastoo Sadeghi, Mehdi Korki
The Gaussian distribution is widely used in mechanism design for differential privacy (DP). Thanks to its sub-Gaussian tail, it significantly reduces the chance of outliers when re…