QIF framework using Blackwell ordering classifies seven LDP frequency estimation protocols and shows some previously optimal ones are incomparable or strictly dominated.
Composition theorems for f-differential privacy,
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Beyond Epsilon: A Principled QIF Framework for Local Differential Privacy
QIF framework using Blackwell ordering classifies seven LDP frequency estimation protocols and shows some previously optimal ones are incomparable or strictly dominated.