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Benchmarks
Edge-level Anomaly Detection on Tolokers (F1-macro)
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66.2
F1-macro
UniGAD
47.168
52.109
57.05
61.991
Nov 10, 2024
F1-macro
Updated 1mo ago
Evaluation Results
Method
Method
Links
F1-macro
UniGAD
Backbone=BWG
2024.11
66.2
SAGEE
Method Category=Edge-l...
2024.11
65.95
BWE
Method Category=Edge-l...
2024.11
65.09
PNAE
Method Category=Edge-l...
2024.11
64.98
UniGAD
Backbone=GCN
2024.11
64.55
GCNE
Method Category=Edge-l...
2024.11
63.15
BernE
Method Category=Edge-l...
2024.11
61.53
GATE
Method Category=Edge-l...
2024.11
61.43
AME
Method Category=Edge-l...
2024.11
61.42
GINE
Method Category=Edge-l...
2024.11
60.54
SGCE
Method Category=Edge-l...
2024.11
56.5
GraphPrompt-U
Method Category=Multi-...
2024.11
48.34
All-in-One-U
Method Category=Multi-...
2024.11
47.9
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