Membership Inference Attack on Synthetic Data Release (top 100 runs)
0.594AUCGen-LRA
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Gen-LRARuns=Top 100 highest-leakage, Statistics=Median with interquartile ranges2025.08 | 0.594 | 5.5 | 5.5 | 5.5 | 21.4 | |
| Gen-LRA2025.08 | 0.589 | 5.1 | — | 5.3 | 21.1 | |
| DCRRuns=Top 100 highest-leakage, Statistics=Median with interquartile ranges2025.08 | 0.579 | 1.1 | 1.2 | 2.2 | 17.8 | |
| DCR2025.08 | 0.579 | 2.9 | — | 4 | 17.5 | |
| DCR-DiffRuns=Top 100 highest-leakage, Statistics=Median with interquartile ranges2025.08 | 0.576 | 2.4 | 2.5 | 3.1 | 16.9 | |
| DCR-Diff2025.08 | 0.57 | 3.7 | — | 4.4 | 17.1 | |
| ClassifierRuns=Top 100 highest-leakage, Statistics=Median with interquartile ranges2025.08 | 0.559 | 0.5 | 0.5 | 1.5 | 13.3 | |
| Classifier2025.08 | 0.557 | 1.2 | — | 2.1 | 14.4 | |
| MCRuns=Top 100 highest-leakage, Statistics=Median with interquartile ranges2025.08 | 0.553 | 0.6 | 0.6 | 1.7 | 12.1 | |
| MC2025.08 | 0.548 | 1.6 | — | 2.4 | 13.4 | |
| DOMIASRuns=Top 100 highest-leakage, Statistics=Median with interquartile ranges2025.08 | 0.546 | 1.9 | 1.9 | 2 | 13.2 | |
| DOMIAS2025.08 | 0.546 | 2.4 | — | 2.4 | 14 | |
| Local N.2025.08 | 0.538 | 1.3 | — | 2.4 | 13.2 | |
| Local NeighborhoodRuns=Top 100 highest-leakage, Statistics=Median with interquartile ranges2025.08 | 0.534 | 0.5 | 0.6 | 1.4 | 11.8 | |
| DPIRuns=Top 100 highest-leakage, Statistics=Median with interquartile ranges2025.08 | 0.528 | 0 | 0.1 | 1.1 | 11.3 | |
| DPI2025.08 | 0.526 | 0.1 | — | 1.3 | 11.4 | |
| LOGANRuns=Top 100 highest-leakage, Statistics=Median with interquartile ranges2025.08 | 0.495 | 0.7 | 0.6 | 1 | 10.7 | |
| LOGAN2025.08 | 0.493 | 1.3 | — | 1.5 | 10.5 |