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Graph-level Anomaly Detection on SMALL
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70.03
AUC
FedCIGAR
48.0444
53.7522
59.46
65.1678
May 10, 2026
AUC
F1-Score
Updated 22d ago
Evaluation Results
Method
Method
Links
AUC
F1-Score
FedCIGAR
Setting=multi-dataset
2026.05
70.03
61.11
LG-FGAD
Setting=multi-dataset
2026.05
66.39
62.22
FGAD
Setting=multi-dataset
2026.05
62.38
56.27
Self-train
Setting=multi-dataset
2026.05
57.92
51.12
GCFL
Setting=multi-dataset
2026.05
53.93
57.68
FedStar
Setting=multi-dataset
2026.05
51.09
55.28
FedAvg
Setting=multi-dataset
2026.05
48.9
52.77
FedProx
Setting=multi-dataset
2026.05
48.89
52.42
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