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arxiv 2403.11088 v1 pith:CV4DZMSP submitted 2024-03-17 cs.CR cs.DBcs.PL

Programming Frameworks for Differential Privacy

classification cs.CR cs.DBcs.PL
keywords frameworksprogrammingfeaturespractitionersresearcherssurveyunderstandingapplications
verification ladder T0 review T1 audit T2 compute T3 formal T4 reserved
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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.

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