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Frequency estimation on Shuffle-DP Theoretical Analysis

1Messages per UserGKMPS
0.961.231.51.77May 1, 2026

Evaluation results

MethodLinks
GKMPSDetection=False, Recovery=False2026.051———
LWYDetection=False, Recovery=False2026.051———
CZDetection=True, Recovery=True2026.052———
GGKPVDetection=False, Recovery=False2026.05—2——
Ours + LWYDetection=True, Recovery=True2026.05———3