asymptotic optimality 1e-processes 1nonparametric methods 1sequential change detection 1unknown distributions 1
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cs.CR2026
Optimal Rates for Differentially Private Hypothesis Testing with E-values
Ben Jacobsen, Tomas Gonzalez, Gavin Brown +2
E-values have attracted considerable interest in recent years as flexible tools for enabling anytime-valid and adaptive data analysis. Hypothesis testing is at the core of many of…
cs.CR2025
Sequentially Auditing Differential Privacy
Tomás González, Mateo Dulce-Rubio, Aaditya Ramdas +1
We propose a practical sequential test for auditing differential privacy guarantees of black-box mechanisms. The test processes streams of mechanisms' outputs providing anytime-val…