Membership Inference Attack
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
37.06TPR @ 0.1% FPR
28
Jul 7, 2026
1.5TPR @ 0.1% FPR
28
Jul 7, 2026
70TPR @ 0.1% FPR
28
Jul 7, 2026
0.874AUC
28
Feb 26, 2026
0.883AUC
26
May 7, 2026
72.3Accuracy
26
Apr 2, 2026
0.79AUC
26
Feb 26, 2026
0.814AUC
26
Feb 26, 2026
0.657AUC
26
Feb 26, 2026
1,800TPR@0.1%FPR
25
May 26, 2026
1ROC-AUC
24
May 28, 2026
99ROC-AUC
24
May 28, 2026
100ROC-AUC
24
May 28, 2026
53.42Accuracy
24
Apr 15, 2026
94.57TPR@FPR=1%
24
May 27, 2026
0.884AUC
24
Feb 26, 2026
0.425TPR@FPR=0.01
24
Feb 26, 2026
70.7TPR@FPR=0.1
24
Feb 26, 2026
0.8AUC (MIA)
24
Feb 26, 2026
71AUC
24
Feb 26, 2026
0.997AUC
22
Jun 16, 2026
99.76AUC
22
Jun 16, 2026
99.95AUC
22
Jun 16, 2026
95.04AUC
22
Apr 27, 2026
77.8AUC
21
Apr 2, 2026