Federated Measurement of Demographic Disparities from Quantile Sketches

Arthur Charpentier, Agathe Fernandes Machado, Olivier Côté, and François Hu

Available at arXiv (under review), 2026

One-shot auditing of demographic parity across data silos, without sharing raw data.

BibTeX
@misc{Charpentier/etal:2026federated,
author = {Charpentier, Arthur and Fernandes Machado, Agathe and Côté, Olivier and Hu, François},
title = {Federated measurement of demographic disparities from quantile sketches},
year = {2026},
eprint = {2602.18870},
archivePrefix = {arXiv},
url = {https://arxiv.org/abs/2602.18870}
}