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Benchmarks
Node Anomaly Detection on MUTAG
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99.54
AUROC
UniGAD
48.6736
61.8793
75.085
88.2907
Nov 10, 2024
AUROC
Updated 1mo ago
Evaluation Results
Method
Method
Links
AUROC
UniGAD
Method Category=Unifie...
2024.11
99.54
BWGNN
Method Category=Node-l...
2024.11
99.5
UniGAD
Method Category=Unifie...
2024.11
99.5
GAT
Method Category=Node-l...
2024.11
99.42
GIN
Method Category=Node-l...
2024.11
99.39
GCN
Method Category=Node-l...
2024.11
99.38
GraphSAGE
Method Category=Node-l...
2024.11
99.26
BernNet
Method Category=Node-l...
2024.11
98.97
PNA
Method Category=Node-l...
2024.11
98.76
SGC
Method Category=Node-l...
2024.11
89.19
GraphPrompt-U
Method Category=Multi-...
2024.11
83.88
All-in-One-U
Method Category=Multi-...
2024.11
50.63
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