3 papers
cs.CR2026
Differentially Private Nonparametric Confidence Intervals Under Minimal Distributional Assumptions
Tomer Shoham, Moshe Shenfeld, Noa Velner-Harris +1
We consider the problem of constructing differentially private nonparametric confidence intervals (CIs) for an arbitrary quantity using resampling. A growing body of work has adapt…
quant-ph2025
Further Statistical Study of NISQ Experiments
Gil Kalai, Tomer Shoham, Carsten Voelkmann
We revisit and extend some topics that we studied in our previous works (Rinott, Kalai and Shoham 2022; Kalai, Rinott and Shoham, 2023,2024) regarding the Google 2019 "quantum supr…
stat.ML2025
Differentially private ratio statistics
Tomer Shoham, Katrina Ligettt
Ratio statistics--such as relative risk and odds ratios--play a central role in hypothesis testing, model evaluation, and decision-making across many areas of machine learning, inc…