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Fraud

Benchmarks

Task NameDataset NameSOTA ResultTrend
Anomaly DetectionFraud
AUC-PR0.925
31
Mislabel Detectionfraud
AUROC95.2
17
Identifying mislabeled pointsfraud
F1 Score52
12
Identifying mislabeled pointsfraud
Precision39
12
Identifying mislabeled pointsfraud
Recall77
12
Anomaly DetectionFraud Synthetic (full stream)
G-mean0.821
11
Anomaly DetectionFraud Synthetic
Specificity99.8
11
Anomaly DetectionFraud
Recall75.5
11
Anomaly Detectionfraud Out-of-Domain
F1 Score63.25
10
Anomaly DetectionFraud Tabular
AUROC0.9323
9
Binary ClassificationFraud (holdout test)
BCEL0.003
7
Anomaly DetectionFraud Stationary
AUC96.2
6
Text2Cypher generationFraud
Q@169
5
Data Valuationfraud
Valuation Runtime (s)0.2
5
Tabular PerceptionFraud
F1 Score91.3
4
Fraud DetectionFraud
Accuracy86.88
3
Verifiable Data Valuationfraud
Proving Time (s)13.9
3
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