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Claim

The Adverse Effects of Omitting Records in Differential Privacy: How Sampling and Suppression Degrade the Privacy–Utility Tradeoff (USENIX Security '26 Artifact)

integration_instructionsResearch softwarekeyboard_double_arrow_right Software 18 Dec 2025 English Publisher:Zenodo
Authors: Miranda-Pascual, Àlex; Parra-Arnau, Javier; Strufe, Thorsten;

doi: 10.5281/zenodo.19077262 , 10.5281/zenodo.18422977 , 10.5281/zenodo.17977528 , 10.5281/zenodo.17977527 , 10.5281/zenodo.18875287

The Adverse Effects of Omitting Records in Differential Privacy: How Sampling and Suppression Degrade the Privacy–Utility Tradeoff (USENIX Security '26 Artifact)

Abstract

This repository includes the complete code for the experiments and plots on the effects of sampling and outlier-score suppression on the privacy–utility tradeoff in differential privacy (DP) for the paper accepted at USENIX Security '26 "The Adverse Effects of Omitting Records in Differential Privacy: How Sampling and Suppression Degrade the Privacy–Utility Tradeoff" by Àlex Miranda-Pascual, Javier Parra-Arnau, and Thorsten Strufe. The long version of the paper is also included in this repository as SamplingSuppressionUSENIXLongVersion.pdf.

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Keywords

differential privacy, privacy

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
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Average