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ResearchFormerly WizWand

YelpChi

Benchmarks

TaskDatasetSOTA resultTrendResults

Graph Anomaly Detection

YelpChi

83.4AUROC

72

Graph Anomaly Detection

YelpChi

95.84AUC

35

Fraud Detection

YelpChi (test)

99.08AUC

35

Anomaly Detection

YelpChi (test)

61.1F1-macro

22

Fraud Detection

YelpChi (1% train ratio)

0.832AUC

16

Graph Fraud Detection

YelpChi

92.08AUC

14

Graph Anomaly Detection

YelpChi static graph (40% train)

76.89F1-m

12

Graph Anomaly Detection

YelpChi 40/20/40 split

76.89Macro-F1

12

Static Graph Anomaly Detection

YelpChi

86.12AUROC

12

Node Classification

YelpChi

91.34AUC

12

Node Classification

YelpChi (test)

91.33Accuracy

12

Graph Anomaly Detection

YelpChi

7.76AP

11

Graph Anomaly Detection

YelpChi (test)

7.5AP

11

Graph Fraud Detection

YelpChi

94.73AUC

11

Anomaly Detection

YelpChi

0.605AUROC

9

Anomaly Detection

YelpChi

7.99AUPRC

9

Graph Anomaly Detection

YelpChi

1.52Time (s)

7

Graph Anomaly Detection

YelpChi

26Runtime (s)

6

Graph Anomaly Detection

YelpChi-all large-scale (test)

0.582AUROC

5

Node classification

YelpChi Non-Homophilous Graph Benchmarks (test)

0.932ROC-AUC

5

Neural Architecture Search

YelpChi

61.1Performance Score

4