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Benchmarks
Node-level Anomaly Detection on Weibo (F1-macro)
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95.75
F1-macro
UniGAD
48.8356
61.0153
73.195
85.3747
Nov 10, 2024
F1-macro
Updated 1mo ago
Evaluation Results
Method
Method
Links
F1-macro
UniGAD
Backbone=GCN
2024.11
95.75
UniGAD
Backbone=BWG
2024.11
95.35
GCN
Method Category=Node-l...
2024.11
92.9
GAT
Method Category=Node-l...
2024.11
92.46
GIN
Method Category=Node-l...
2024.11
92.01
SGC
Method Category=Node-l...
2024.11
90.49
BernNet
Method Category=Node-l...
2024.11
89.59
AMNet
Method Category=Node-l...
2024.11
89.04
PNA
Method Category=Node-l...
2024.11
88.93
BWGNN
Method Category=Node-l...
2024.11
86.94
GraphSAGE
Method Category=Node-l...
2024.11
85.05
All-in-One-U
Method Category=Multi-...
2024.11
51.23
GraphPrompt-U
Method Category=Multi-...
2024.11
50.64
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