1 citations · 2 across the 14 of their papers we have counts for
Showing stat.MLShow all
3 papers · 1 filter
stat.ML2026
Locally Private Inference for Riemannian Stochastic Optimization
Xiaotian Chang, Yangdi Jiang, Qirui Hu
We develop inference for manifold-valued population minimizers when each observation belongs to a different participant and only locally private messages reach the analyst. The met…
stat.ML2026
Riemannian Simultaneous Inference for Tangent Vector Field Regression
Xiaotian Chang, Yangdi Jiang, Qirui Hu
We consider nonparametric tangent vector field regression on a Riemannian manifold without boundary. Because responses at different points lie in different tangent spaces, the prop…
stat.ML2026
Locally Private Online Quantile Regression: Estimation and Inference
Yi Liu, Qirui Hu
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 t…