Membership Inference Attack
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
30Number of Queries
10
May 26, 2026
62TPR @ 0.01% FPR
10
Apr 1, 2026
79.34Precision
10
Mar 17, 2026
91.63Precision
10
Mar 17, 2026
89.52Accuracy
10
Feb 26, 2026
62AUC-ROC
10
Mar 4, 2026
0.661MPNet Member Score
9
Jun 16, 2026
0.797MPNet Score (Member)
9
Jun 16, 2026
83.2MIA-LR
9
May 27, 2026
91Accuracy
9
May 22, 2026
21.5TPR @ 0.1% FPR
9
May 21, 2026
96.86AUC
9
Mar 25, 2026
96.23AUC
9
Mar 25, 2026
83.3Attack Accuracy
9
Feb 26, 2026
98.17AUC (%)
9
Feb 26, 2026
87.45AUC
9
Feb 26, 2026
93.46AUC
9
Feb 26, 2026
55.5Wiki Success Rate
9
Feb 26, 2026
0.513ROC AUC
8
Jun 5, 2026
0.534ROC AUC
8
Jun 5, 2026
69.4ROC AUC
8
Jun 5, 2026
94.4MIA Score
8
Jun 1, 2026
0.54AUC
8
May 29, 2026
80AUC
8
May 29, 2026
73AUC
8
May 29, 2026