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Abigail Gentle

1 accepted papers

2025

Lightweight Protocols for Distributed Private Quantile Estimation

ICML 2025spotlight

Distributed data analysis is a large and growing field driven by a massive proliferation of user devices, and by privacy concerns surrounding the centralised storage of data. We consider two \emph{adaptive} algorithms for estimating one quantile (e.g.~the median) when each user holds a single data…