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Benchmarks
Node Anomaly Detection on BM-MT (AUROC)
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0.9963
AUROC
UniGAD
0.474324
0.609837
0.74535
0.880863
Nov 10, 2024
AUROC
Updated 4d ago
Evaluation Results
Method
Method
Links
AUROC
UniGAD
Method Category=Unifie...
2024.11
0.9963
GCN
Method Category=Node-l...
2024.11
0.923
UniGAD
Method Category=Unifie...
2024.11
0.9076
BWGNN
Method Category=Node-l...
2024.11
0.8897
PNA
Method Category=Node-l...
2024.11
0.7561
All-in-One-U
Method Category=Multi-...
2024.11
0.697
GAT
Method Category=Node-l...
2024.11
0.6572
BernNet
Method Category=Node-l...
2024.11
0.5918
GIN
Method Category=Node-l...
2024.11
0.549
GraphPrompt-U
Method Category=Multi-...
2024.11
0.5142
GraphSAGE
Method Category=Node-l...
2024.11
0.4995
SGC
Method Category=Node-l...
2024.11
0.4944
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