DPGen: Automated Program Synthesis for Differential Privacy
DPGen: Automated Program Synthesis for Differential Privacy
Differential privacy has become a de facto standard for releasing data in a privacy-preserving way. Creating a differentially private algorithm is a process that often starts with a noise-free (non-private) algorithm. The designer then decides where to add noise, and how much of it to add. This can be a …