33 citations · 48 across the 8 of their papers we have counts for
Showing 2024Show all
2 papers · 1 filter
cs.CR2024
Near Exact Privacy Amplification for Matrix Mechanisms
Christopher A. Choquette-Choo, Arun Ganesh, Saminul Haque +2
We study the problem of computing the privacy parameters for DP machine learning when using privacy amplification via random batching and noise correlated across rounds via a corre…
cs.IT2024★ 1 cited
An information-theoretic lower bound in time-uniform estimation
John C. Duchi, Saminul Haque
We present an information-theoretic lower bound for the problem of parameter estimation with time-uniform coverage guarantees. Via a new a reduction to sequential testing, we obtai…