Membership Inference Attack
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
27.7TPR @ 5% FPR
142
Apr 2, 2026
98AUC
120
Apr 27, 2026
98.58AUC
90
May 20, 2026
0.956AUC
84
Apr 1, 2026
73TPR @ 0% FPR
78
Feb 26, 2026
6.66TPR @ 0.1% FPR
78
Feb 26, 2026
0.758ROC-AUC
78
Feb 26, 2026
0.884ROC AUC
78
Feb 26, 2026
0.9AUC
75
Apr 23, 2026
0.643Attack Power
72
May 22, 2026
68.7Accuracy
71
Apr 2, 2026
10p5 Score
64
Jun 4, 2026
1.7TPR @ 1%
61
Apr 1, 2026
79Balanced Accuracy
60
Mar 4, 2026
8.17TPR@FPR=0.01
58
Feb 26, 2026
98.84AUC
56
Apr 1, 2026
85AUC
55
Apr 23, 2026
29.4TPR @ 5% FPR
54
Apr 2, 2026
0.596TPR @ 5% FPR
54
Apr 1, 2026
91.2AUC
52
Apr 1, 2026
96.72TPR @ 5% FPR
49
Apr 1, 2026
73.77TPR@5%FPR
49
Apr 1, 2026
91Attack AUC
49
Jul 3, 2026
0.969AUC
48
Apr 15, 2026
74.4AUC
48
Apr 1, 2026