Membership Inference Attack
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
0.999ROC AUC
12
Feb 26, 2026
53.2Success Rate
12
Feb 26, 2026
53Success Rate
12
Feb 26, 2026
54.9Success Rate
12
Feb 26, 2026
52.3Success Rate
12
Feb 26, 2026
53.6Success Rate
12
Feb 26, 2026
51.3Success Rate
12
Feb 26, 2026
90.98TPR@1%FPR
12
Feb 26, 2026
59.28AUC
12
Feb 26, 2026
0.59AUC
12
Feb 26, 2026
72.5AUC
12
Feb 26, 2026
99.91AUC
11
Jun 16, 2026
71TPR @ 0.1% FPR
11
May 26, 2026
3.22TPR @ 0.1% FPR
11
May 26, 2026
2.84TPR @ 0.1% FPR
11
May 26, 2026
2.69TPR (0.1% FPR)
11
May 26, 2026
61TPR @ 0.1% FPR
11
May 26, 2026
7.9TPR @ 0.1% FPR
11
May 26, 2026
1.75TPR @ 0.1% FPR
11
May 26, 2026
11.63Efficacy
11
May 19, 2026
66.9Attack Success Rate (s -> p)
11
Apr 10, 2026
100TPR @ 0% FPR
11
Feb 26, 2026
2.1FM Rate
11
Feb 26, 2026
8.1TPR@5%FPR (Aug_KL)
11
Feb 26, 2026
8TPR@5%FPR (Aug_KL)
11
Feb 26, 2026