Membership Inference
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
89.1AUROC
120
May 14, 2026
99.7ROC AUC
66
Feb 26, 2026
91.68Precision
36
Mar 17, 2026
95.6TPR@1%FPR
36
Feb 26, 2026
22.7TPR@1%FPR
36
Feb 26, 2026
2.519Mu
32
Jun 11, 2026
99.74ASR
27
Jul 7, 2026
0.81AUC
24
May 29, 2026
0.79AUC
24
May 29, 2026
7.4TPR@1%FPR
24
Feb 26, 2026
83.8Balanced Accuracy
23
Jun 23, 2026
93Balanced Accuracy
23
Jun 23, 2026
0.51Loss
23
Feb 26, 2026
99.5AUC
21
Apr 2, 2026
99.83AUC
21
Apr 2, 2026
1AUC
21
Apr 2, 2026
97.96ASR
21
May 29, 2026
0.885AUC
20
Feb 26, 2026
100AUC-ROC
16
Feb 26, 2026
99.9AUC
15
May 14, 2026
99.3TPR@1%FPR
15
Feb 26, 2026
91.78ASR
15
Feb 26, 2026
0.786Offline AUC
12
Mar 13, 2026
55.4TPR@1%FPR
12
Feb 26, 2026
67.3TPR@1%FPR
12
Feb 26, 2026