arxivstat.MLstat.ME2026-07-06
Locally Private Online Quantile Regression: Estimation and Inference
We study estimation and inference for online quantile regression under a one-report user-level $\eps$-locally differentially private ($\eps$-LDP) protocol. The main difficulty is that the standard quantile-regression estimating-equation contribution couples covariates with a resi…