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Benchmarks
Fraud Detection on T-finance (1% label ratio)
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90.23
F1-macro
MHSA-GNN
50.5852
60.8776
71.17
81.4624
Dec 25, 2025
F1-macro
AUC
Updated 4d ago
Evaluation Results
Method
Method
Links
F1-macro
AUC
MHSA-GNN
2025.12
90.23
93.79
BWGNN
graph_assumption=homo
2025.12
89.44
93.59
DSGAD
graph_assumption=homo
2025.12
89.42
93.11
BWGNN
graph_assumption=hetero
2025.12
88.17
92.74
ChebyNet
2025.12
77.28
86.93
CARE-GNN
2025.12
73.33
90.24
PC-GNN
2025.12
61.89
90.26
GIN
2025.12
58.19
69.67
GCN
2025.12
55.26
58.63
GAT
2025.12
52.11
52.76
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