Programming Frameworks for Differential Privacy

Fuente: arXiv
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Autori principali: Gaboardi, Marco, Hay, Michael, Vadhan, Salil
Natura: Preprint
Pubblicazione: 2024
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author Gaboardi, Marco
Hay, Michael
Vadhan, Salil
author_facet Gaboardi, Marco
Hay, Michael
Vadhan, Salil
contents Many programming frameworks have been introduced to support the development of differentially private software applications. In this chapter, we survey some of the conceptual ideas underlying these frameworks in a way that we hope will be helpful for both practitioners and researchers. For practitioners, the survey can provide a starting point for understanding what features may be valuable when selecting a programming framework. For researchers, it can help organize existing work in a unified way and provide context for understanding new features in future frameworks.
format Preprint
id arxiv_https___arxiv_org_abs_2403_11088
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Programming Frameworks for Differential Privacy
Gaboardi, Marco
Hay, Michael
Vadhan, Salil
Cryptography and Security
Databases
Programming Languages
Many programming frameworks have been introduced to support the development of differentially private software applications. In this chapter, we survey some of the conceptual ideas underlying these frameworks in a way that we hope will be helpful for both practitioners and researchers. For practitioners, the survey can provide a starting point for understanding what features may be valuable when selecting a programming framework. For researchers, it can help organize existing work in a unified way and provide context for understanding new features in future frameworks.
title Programming Frameworks for Differential Privacy
topic Cryptography and Security
Databases
Programming Languages
url https://arxiv.org/abs/2403.11088