Shahab Asoodeh

Optimizing Noise Distributions for Differential Privacy

2025 · arXiv (Cornell University)

We propose a unified optimization framework for designing continuous and discrete noise distributions that ensure differential privacy (DP) by minimizing Rényi DP, a variant of DP, under a cost constraint. Rényi DP has the advantage …