Membership Inference Attack
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
13.1TPR@1%FPR
16
Jul 1, 2026
87.7MIA Score
16
Apr 13, 2026
0.992AUC
16
May 13, 2026
1AUC
16
Apr 6, 2026
19.6TPR@5%FPR
16
Feb 26, 2026
0.793AUC
15
May 19, 2026
0.736AUC
15
May 19, 2026
72.55AUC
15
Apr 27, 2026
91.71Accuracy
15
Mar 20, 2026
86.86Accuracy
15
Mar 20, 2026
8.6TPR@5%FPR
15
Feb 26, 2026
0.927AUROC
14
Feb 26, 2026
0.836AUC
14
Mar 25, 2026
0.906AUC
14
Feb 26, 2026
0.901AUC
14
Feb 26, 2026
0.784AUC
14
Feb 26, 2026
0.9AUC
13
May 7, 2026
86.81ASR
13
May 29, 2026
0.723AUC
13
Apr 2, 2026
0.782AUC
13
Feb 26, 2026
95Accuracy
12
Apr 23, 2026
98.5Accuracy
12
Apr 23, 2026
78.5AUC (PPL)
12
Apr 10, 2026
25.4Offline TPR @ FPR=0.01
12
Mar 13, 2026
99.8ROC AUC
12
Feb 26, 2026