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Benchmarks
Node-level Anomaly Detection on Tolokers (F1-macro)
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68.15
F1 Macro
UniGAD
47.4644
52.8347
58.205
63.5753
Nov 10, 2024
F1 Macro
Updated 1mo ago
Evaluation Results
Method
Method
Links
F1 Macro
UniGAD
Backbone=BWG
2024.11
68.15
UniGAD
Backbone=GCN
2024.11
65.2
GraphSAGE
Method Category=Node-l...
2024.11
63.71
BWGNN
Method Category=Node-l...
2024.11
63.43
GAT
Method Category=Node-l...
2024.11
62.68
GIN
Method Category=Node-l...
2024.11
59.4
BernNet
Method Category=Node-l...
2024.11
58.73
GCN
Method Category=Node-l...
2024.11
58.64
PNA
Method Category=Node-l...
2024.11
58.49
AMNet
Method Category=Node-l...
2024.11
58.47
SGC
Method Category=Node-l...
2024.11
54.48
All-in-One-U
Method Category=Multi-...
2024.11
50.17
GraphPrompt-U
Method Category=Multi-...
2024.11
48.26
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