Gavin Brown
2 indexed papers
Recent (6 mo)
2With code
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226
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Crypto×2Algorithms×2ML×2Info Theory×1Stats Theory×1
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Research Timeline
2026
Optimal Rates for Differentially Private Hypothesis Testing with E-values
The paper characterizes the optimal achievable rate for differentially private hypothesis testing using e-values, providing an exact algorithm for both fixed and sequential settings.
Privately Estimating Monotone Statistics in Polynomial Time
The paper introduces novel, efficient differentially private algorithms for estimating monotone statistics, significantly improving sample complexity compared to existing methods.
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Papers
cs.CRcs.DScs.ITRecentMay 27, 2026
Optimal Rates for Differentially Private Hypothesis Testing with E-values
Ben Jacobsen, Tomas Gonzalez, Gavin Brown, Kassem Fawaz +1 more
The paper characterizes the optimal achievable rate for differentially private hypothesis testing using e-values, providing an exact algorithm for both fixed and sequential settings.
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cs.CRcs.DScs.LGRecentMay 27, 2026