Membership Inference
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
69.6Average Performance
12
Feb 26, 2026
94.8ROC AUC
11
Feb 26, 2026
97.9ROC AUC
11
Feb 26, 2026
0.64Coverage
10
Apr 28, 2026
0.84Covariance (Cov.)
10
Apr 28, 2026
51.4TPR@1%FPR
9
Feb 26, 2026
18.9TPR@1%FPR
9
Feb 26, 2026
77.94Accuracy
8
Jun 9, 2026
65.04AUC
8
May 27, 2026
66.22AUC
8
May 27, 2026
66.12AUC
8
May 27, 2026
65.98AUC
8
May 27, 2026
66.93AUC
8
May 27, 2026
65.92AUC
8
May 27, 2026
66.23AUC
8
May 27, 2026
66.28AUC
8
May 27, 2026
0.081Delta AUC
8
Mar 13, 2026
0Delta AUC
8
Mar 13, 2026
0.037Delta AUC
8
Mar 13, 2026
1.47Loss
8
Feb 26, 2026
65Coverage
7
Apr 28, 2026
50.9Loss (AUROC)
7
Feb 26, 2026
3.16Loss Series
7
Feb 26, 2026
86.79ASR
7
Feb 26, 2026
88.86ASR
7
Feb 26, 2026