Membership Inference Attack Defense
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
0.5Loss (Series)
60
Feb 26, 2026
90AUC (Loss-Series)
26
Feb 26, 2026
0.89Loss-Series AUC
8
Feb 26, 2026
0.71Loss-Series AUC
8
Feb 26, 2026
0.7Loss-Series AUC
8
Feb 26, 2026
49.7Contextual Recall
7
Apr 24, 2026
89Accuracy
7
Feb 26, 2026
0.796Model Score
7
Feb 26, 2026
0.742Model Score
7
Feb 26, 2026
0.52Loss
7
Feb 26, 2026
0.491SPV AUC
4
Feb 26, 2026
0.55SPV AUC
4
Feb 26, 2026
0.64FedMIA-II AUC
4
Feb 26, 2026
0.66Loss-Series AUC
3
Feb 26, 2026