Membership Inference Attack
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
14.58TPR @ 1% FPR
4
Apr 20, 2026
28.7TPR @ 1% FPR
4
Apr 20, 2026
69.6ASR
4
Apr 20, 2026
70.1ASR
4
Apr 20, 2026
0.269Loss
4
Apr 6, 2026
0.778AUC
4
Mar 13, 2026
19.4TPR@0.001
4
Mar 13, 2026
0.014TPR@0.001
4
Mar 13, 2026
27.3TPR@0.001
4
Mar 13, 2026
9.8TPR@0.001
4
Mar 13, 2026
50.2Accuracy
4
Mar 4, 2026
50MIA Accuracy
4
Mar 4, 2026
81Attack Accuracy
4
Feb 26, 2026
85Attack Accuracy
4
Feb 26, 2026
88.7Attack Accuracy
4
Feb 26, 2026
0.51Spearman Corr (LiRA Score)
4
Feb 26, 2026
100AUC
4
Feb 26, 2026
99.8AUC
4
Feb 26, 2026
94.7ACC
4
Feb 26, 2026
78.1ACC
4
Feb 26, 2026
0.514Rényi (α=0.5) Max Prob (0%)
4
Feb 26, 2026
0.809ModRényi Divergence (α=0.5)
4
Feb 26, 2026
1,170TPR @ 1% FPR
4
Feb 26, 2026
11.03SecMI
3
Jul 1, 2026
100TPR @ 1% FPR
3
Jun 30, 2026