cache graph 1differential privacy 1interactive analytics 1privacy-preserving query processing 1result reuse 1
From the 1 of 2 linked papers with an AI index.
2 papers
cs.CR2026
ReBound: Reuse-Aware Privacy For Interactive Decision Support
Nada Lahjouji, Shufan Zhang, Xi He +1
ReBound is a framework that reuses cached results from earlier differentially private queries to answer new interactive decision‑support queries with reduced or zero additional pri…
cs.CR2026
Interpreting the Error of Differentially Private Median Queries through Randomization Intervals
Thomas Humphries, Tim Li, Shufan Zhang +2
It can be difficult for practitioners to interpret the quality of differentially private (DP) statistics due to the added noise. One method to help analysts understand the amount o…