Membership Inference Attack
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
70.37TPR @ 1% FPR
46
May 29, 2026
0.76AUC
45
May 19, 2026
0.814AUC
45
May 19, 2026
0.812AUC
45
May 19, 2026
0.909AUC
43
Feb 26, 2026
0.945AUC
43
Feb 26, 2026
68ACC
43
Feb 26, 2026
43.52TPR@0.1%FPR
42
Feb 26, 2026
29.2TPR @ 0.1% FPR
40
Apr 6, 2026
56.3AUC
40
Apr 1, 2026
47.8AUC
40
Apr 1, 2026
56.2AUC
40
Apr 1, 2026
52.3AUC
40
Apr 1, 2026
54.1AUC
40
Apr 1, 2026
57.9AUC
40
Apr 1, 2026
57.8MIA Correctness
40
Mar 10, 2026
71.633MIA Correctness Rate
40
Mar 10, 2026
68.267MIA Correctness
40
Mar 10, 2026
94.933MIA Attack Success Rate
40
Mar 10, 2026
92.9AUC
39
May 7, 2026
0.883AUC
39
May 7, 2026
93.49AUROC
39
Apr 1, 2026
2,332TPR @ 0.1% FPR
38
Feb 26, 2026
0.99AUC
37
Feb 26, 2026
99.01AUC
36
Jun 16, 2026