Abigail Gentle

Uniformity Testing Under User-Level Local Privacy

2025 · arXiv (Cornell University)

We initiate the study of distribution testing under \emph{user-level} local differential privacy, where each of $n$ users contributes $m$ samples from the unknown underlying distribution. This setting, albeit very natural, is significantly more challenging that …