Modeling the privacy-accuracy Pareto front with sigmoid curves and letting users pick points on hypothetical fronts finds the optimal DP privacy budget with fewer queries and evaluations than pairwise baselines.
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An Interactive Framework for Finding the Optimal Trade-off in Differential Privacy
Modeling the privacy-accuracy Pareto front with sigmoid curves and letting users pick points on hypothetical fronts finds the optimal DP privacy budget with fewer queries and evaluations than pairwise baselines.