2 papers
stat.ML2026
Private Evaluation of High-Dimensional Functions
Mohammad Afzali, Hassan Ashtiani, Adam Smith
We study differentially private black-box evaluation of arbitrary high-dimensional functions. Given a dataset and query access to a function ---whose sensitivity may be unkn…
cs.DS2025
Privately Evaluating Untrusted Black-Box Functions
Ephraim Linder, Sofya Raskhodnikova, Adam Smith +1
We provide tools for sharing sensitive data when the data curator does not know in advance what questions an (untrusted) analyst might ask about the data. The analyst can specify a…