Membership Inference Attack
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
8.2Loss
7
Feb 26, 2026
66.5Loss
7
Feb 26, 2026
44.75FM
7
Feb 26, 2026
69.9TPR @ 10% FPR
6
Jun 9, 2026
84.13Attack Success Rate (ASR)
6
May 29, 2026
90.31ASR
6
May 29, 2026
90.9ASR
6
May 29, 2026
0.991AUC
6
May 13, 2026
93.7AUC
6
May 13, 2026
52.6Familiarity TPR
6
Apr 23, 2026
66.36Accuracy
6
Mar 20, 2026
65.09Accuracy
6
Mar 20, 2026
96.77Accuracy
6
Feb 26, 2026
95.89Accuracy
6
Feb 26, 2026
54.68Accuracy
6
Feb 26, 2026
72.22Accuracy
6
Feb 26, 2026
66.72Accuracy
6
Feb 26, 2026
0.91AUC-ROC
6
Feb 26, 2026
0.69AUC
6
Feb 26, 2026
0.853AUC
6
Feb 26, 2026
99.84TPR@1%FPR
6
Feb 26, 2026
8Execution Time (h)
6
Feb 26, 2026
33.1TPR @ 0.1% FPR
6
Feb 26, 2026
14TPR @ 0.1% FPR
6
Feb 26, 2026
73.17MIA Success Rate
6
Feb 26, 2026