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Benchmarks
Node Anomaly Detection on BM-MN
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99.75
AUROC
UniGAD
48.01
61.4425
74.875
88.3075
Nov 10, 2024
AUROC
Updated 1mo ago
Evaluation Results
Method
Method
Links
AUROC
UniGAD
Method Category=Unifie...
2024.11
99.75
BWGNN
Method Category=Node-l...
2024.11
93.05
UniGAD
Method Category=Unifie...
2024.11
92.6
GCN
Method Category=Node-l...
2024.11
86.31
PNA
Method Category=Node-l...
2024.11
72.96
All-in-One-U
Method Category=Multi-...
2024.11
67.87
BernNet
Method Category=Node-l...
2024.11
60.06
GAT
Method Category=Node-l...
2024.11
58.47
GIN
Method Category=Node-l...
2024.11
56.73
GraphPrompt-U
Method Category=Multi-...
2024.11
51.59
SGC
Method Category=Node-l...
2024.11
50.27
GraphSAGE
Method Category=Node-l...
2024.11
50
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