Balazs Pejo, Damien Desfontaines Guide to Differential Privacy Modifications

Annotation

Shortly after it was first introduced in 2006, dii erential privacy became the flagship data privacy definition. Since then, numerous variants and extensions were proposed to adapt it to dii erent scenarios and attacker models. In this work, we propose a systematic taxonomy of these variants and extensions. We list all data privacy definitions based on dii erential privacy, and partition them into seven categories, depending on which aspect of the original definition is modified.These categories act like dimensions: Variants from the same category cannot be combined, but variants from dii erent categories can be combined to form new definitions. We also establish a partial ordering of relative strength between these notions by summarizing existing results. Furthermore, we list which of these definitions satisfy some desirable properties, like composition, post-processing, and convexity by either providing a novel proof or collecting existing ones.