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Questions

Benchmarks

Task NameDataset NameSOTA ResultTrend
Node Classificationquestions
ROC AUC0.9703
87
Node ClassificationQuestions overlapping subgraph partitioning
AUC69.39
39
Node classificationQuestions (test)
AUROC78.92
28
Node ClassificationQuestions v1 (test)
AUC80.49
20
Node Classificationquestions (10%/10%/80% split)
AP22.76
18
Node ClassificationQuestions non-overlapping subgraph partitioning (10 Clients)
AUC68.69
13
Edge-level Anomaly DetectionQuestions
F1-macro74.15
13
Node-level Anomaly DetectionQuestions
F1-macro59.45
13
Edge-level Anomaly DetectionQuestions
AUROC87.51
13
Node-level Anomaly DetectionQuestions
AUROC0.7392
13
Node ClassificationQuestions heterophilic (test)
AUC80.49
4
Edge-to-Node TransferQuestions
F1 Macro53.44
4
Node-to-Edge TransferQuestions
F1-macro55.81
4
Edge-to-Node Zero-shot Anomaly DetectionQuestions
AUPRC6.76
4
Node-to-Edge Zero-shot Anomaly DetectionQuestions
AUPRC13.89
4
Graph Anomaly DetectionQuestions E → N v1
AUROC65.37
4
Graph Anomaly DetectionQuestions N → E v1
AUROC0.7102
4
Edge Anomaly DetectionQuestions
AUPRC27.83
3
Node Anomaly DetectionQuestions
AUPRC0.1735
3
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