Drift Detection
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
0.95AUROC
91
May 12, 2026
79.41Accuracy
63
Apr 7, 2026
12.672D1 Measure
49
May 29, 2026
84.46Accuracy
21
Apr 7, 2026
84.62Accuracy
21
Apr 7, 2026
83.37Accuracy
21
Apr 7, 2026
75.02Accuracy
21
Apr 7, 2026
74.17Accuracy
21
Apr 7, 2026
72.55Accuracy
21
Apr 7, 2026
94.55Accuracy
21
Apr 7, 2026
94.41Accuracy
21
Apr 7, 2026
95.29Accuracy
21
Apr 7, 2026
91F1 Score
8
Jun 16, 2026
99.44Accuracy
8
Mar 10, 2026
99.81Accuracy
8
Mar 10, 2026
76.63Accuracy
8
Mar 10, 2026
0.419Mean Rho (ρ)
6
Apr 27, 2026
81Precision
6
Feb 26, 2026
100Detection Rate
5
Feb 26, 2026
0Alarm Rate
4
May 29, 2026
100Alarm Rate
4
May 29, 2026
0Alarm Rate
4
May 29, 2026
0.923ROC AUC
4
May 12, 2026
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—Primary metric
0
Jun 12, 2026