Membership Inference
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
89.52ASR
7
Feb 26, 2026
49.77Hit Rate (Non-members)
6
Jun 9, 2026
0.967AUC
6
May 27, 2026
0.967AUC
6
May 27, 2026
0.964AUC
6
May 27, 2026
96.9AUC
6
May 27, 2026
90.2AUC-ROC
6
May 19, 2026
84.2AUC-ROC
6
May 19, 2026
0.93AUC-ROC
6
May 19, 2026
0.928AUC-ROC
6
May 19, 2026
0.824AUC-ROC
6
May 19, 2026
0.886AUC-ROC
6
May 19, 2026
0.997AUC
6
May 13, 2026
0.951AUC
6
May 13, 2026
0.469Familiarity TPR
6
Apr 23, 2026
64.53ASR
6
Feb 26, 2026
95.7AUC
4
May 27, 2026
0.953AUC
4
May 27, 2026
84.6AUC
4
May 27, 2026
0.038Delta AUC
4
Mar 13, 2026
0.025Delta AUC
4
Mar 13, 2026
0Δ AUC
4
Mar 13, 2026
0ΔAUC
4
Mar 13, 2026
0.089Delta AUC
4
Mar 13, 2026
0.072Delta AUC
4
Mar 13, 2026