2 papers
cs.DS2026
Online Matrix Factorization, Online Private Query Release, and Online Discrepancy Minimization
Aleksandar Nikolov, Haohua Tang, Jonathan Ullman
In this paper we consider several related online computation problems. First, we study answering sequences of statistical queries arriving online, and being answered immediately wh…
cs.DS2025
Weighted Fourier Factorizations: Optimal Gaussian Noise for Differentially Private Marginal and Product Queries
Christian Janos Lebeda, Aleksandar Nikolov, Haohua Tang
We revisit the task of releasing marginal queries under differential privacy with additive (correlated) Gaussian noise. We first give a construction for answering arbitrary workloa…