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ResearchFormerly WizWand

Membership Inference Attack on Synthetic Data Release (top 100 runs)

0.594AUCGen-LRA
0.488960.516230.54350.57077Aug 28, 2025
Updated 5mo ago

Evaluation results

MethodLinks
Gen-LRARuns=Top 100 highest-leakage, Statistics=Median with interquartile ranges2025.080.5945.55.55.521.4
Gen-LRA2025.080.5895.1—5.321.1
DCRRuns=Top 100 highest-leakage, Statistics=Median with interquartile ranges2025.080.5791.11.22.217.8
DCR2025.080.5792.9—417.5
DCR-DiffRuns=Top 100 highest-leakage, Statistics=Median with interquartile ranges2025.080.5762.42.53.116.9
DCR-Diff2025.080.573.7—4.417.1
ClassifierRuns=Top 100 highest-leakage, Statistics=Median with interquartile ranges2025.080.5590.50.51.513.3
Classifier2025.080.5571.2—2.114.4
MCRuns=Top 100 highest-leakage, Statistics=Median with interquartile ranges2025.080.5530.60.61.712.1
MC2025.080.5481.6—2.413.4
DOMIASRuns=Top 100 highest-leakage, Statistics=Median with interquartile ranges2025.080.5461.91.9213.2
DOMIAS2025.080.5462.4—2.414
Local N.2025.080.5381.3—2.413.2
Local NeighborhoodRuns=Top 100 highest-leakage, Statistics=Median with interquartile ranges2025.080.5340.50.61.411.8
DPIRuns=Top 100 highest-leakage, Statistics=Median with interquartile ranges2025.080.52800.11.111.3
DPI2025.080.5260.1—1.311.4
LOGANRuns=Top 100 highest-leakage, Statistics=Median with interquartile ranges2025.080.4950.70.6110.7
LOGAN2025.080.4931.3—1.510.5