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Benchmarks
Node-level Anomaly Detection on Yelp
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70.16
F1-macro
UniGAD
12.2008
27.2479
42.295
57.3421
Nov 10, 2024
F1-macro
Updated 1mo ago
Evaluation Results
Method
Method
Links
F1-macro
UniGAD
Backbone=BWG
2024.11
70.16
BWGNN
Method Category=Node-l...
2024.11
64.89
GraphSAGE
Method Category=Node-l...
2024.11
64.2
BernNet
Method Category=Node-l...
2024.11
61.42
GIN
Method Category=Node-l...
2024.11
58.78
AMNet
Method Category=Node-l...
2024.11
58.75
UniGAD
Backbone=GCN
2024.11
58.23
GAT
Method Category=Node-l...
2024.11
57.56
PNA
Method Category=Node-l...
2024.11
52.52
SGC
Method Category=Node-l...
2024.11
47.26
GCN
Method Category=Node-l...
2024.11
42.84
GraphPrompt-U
Method Category=Multi-...
2024.11
40.9
All-in-One-U
Method Category=Multi-...
2024.11
14.43
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