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Benchmarks
Edge-level Anomaly Detection on Amazon (F1-macro)
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73.59
F1-macro
UniGAD
-0.3956
18.8122
38.02
57.2278
Nov 10, 2024
F1-macro
Updated 4d ago
Evaluation Results
Method
Method
Links
F1-macro
UniGAD
Backbone=BWG
2024.11
73.59
BernE
Method Category=Edge-l...
2024.11
69.12
BWE
Method Category=Edge-l...
2024.11
67.56
AME
Method Category=Edge-l...
2024.11
66.27
GATE
Method Category=Edge-l...
2024.11
64.69
UniGAD
Backbone=GCN
2024.11
59.12
SAGEE
Method Category=Edge-l...
2024.11
57.79
SGCE
Method Category=Edge-l...
2024.11
55.97
PNAE
Method Category=Edge-l...
2024.11
49.27
GCNE
Method Category=Edge-l...
2024.11
47.99
GINE
Method Category=Edge-l...
2024.11
47.82
GraphPrompt-U
Method Category=Multi-...
2024.11
35.95
All-in-One-U
Method Category=Multi-...
2024.11
2.45
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