Membership Inference Attack
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
82.8AUC
21
Apr 2, 2026
89.1AUC
21
Apr 2, 2026
82.4AUC
21
Apr 2, 2026
0.994AUC
21
Apr 2, 2026
81AUC
21
Apr 2, 2026
74.16AUC
21
Apr 2, 2026
0.893AUC
20
May 26, 2026
0.991AUC
20
May 26, 2026
0.989AUC
20
May 26, 2026
78Mean Score
20
Apr 9, 2026
49.33Mean Attack Success Rate
20
Apr 9, 2026
59.3TPR @ 1% FPR
20
Apr 6, 2026
59.3TPR @ 1% FPR
20
Apr 6, 2026
69.1Mean Success Rate
20
Feb 26, 2026
100Balanced Accuracy
19
Feb 26, 2026
50AUC
18
Jun 9, 2026
1AUC
18
Jun 9, 2026
97AUC
18
Jun 9, 2026
0.594AUC
18
May 12, 2026
2.145FM
17
Apr 16, 2026
7.154FM Score
17
Apr 16, 2026
14.6TPR @ 0.1% FPR
17
May 26, 2026
21TPR@1%FPR
16
Jul 1, 2026
12.8TPR @ 1% FPR
16
Jul 1, 2026
55.3TPR@1%FPR
16
Jul 1, 2026