Membership Inference Attack
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
13.9TPR @ 1% FPR
6
Feb 26, 2026
18.9TPR @ 1% FPR
6
Feb 26, 2026
0.89AUC
6
Feb 26, 2026
0.94AUC
6
Feb 26, 2026
0.975Precision @ 1% FPR
6
Feb 26, 2026
69Accuracy
6
Feb 26, 2026
0.9AUC
5
Jun 4, 2026
0.87AUC
5
Jun 4, 2026
0.91AUC
5
Jun 4, 2026
1AUC
5
May 11, 2026
100AUC
5
May 11, 2026
1AUC
5
May 11, 2026
1AUC
5
May 11, 2026
0.6TPR @ 0.01% FPR
5
Apr 1, 2026
1.93TPR @ 0.01% FPR
5
Apr 1, 2026
0.31TPR @ 0.01% FPR
5
Apr 1, 2026
76.08AUC
5
Apr 1, 2026
76.07AUC
5
Apr 1, 2026
76.16AUC
5
Apr 1, 2026
93.5AUC
5
Feb 26, 2026
0.65AUC
5
Feb 26, 2026
0.884AUC
5
Feb 26, 2026
1AUC
5
Feb 26, 2026
1AUC
5
Feb 26, 2026
80.6MIA Accuracy
4
Jul 7, 2026