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ResearchFormerly WizWand

Money Laundering Risk Ranking on HI Small

78.79AUCMIST-GNN
47.74655.805563.86571.9245Jun 24, 2026
Updated 4mo ago

Evaluation results

MethodLinks
MIST-GNNSupervision=Sparse PU Supervision2026.0678.7929.45
GCNlayerType=Variant, Supervision=Sparse PU Supervision2026.0677.6625.62
mean fusionType=Variant, Supervision=Sparse PU Supervision2026.0676.8226.58
w/o LTCEType=Ablation, Supervision=Sparse PU Supervision2026.0676.4526.86
mlp fusionType=Variant, Supervision=Sparse PU Supervision2026.0676.3323.4
R-GCNType=Hetero, Supervision=Sparse PU Supervision2026.0675.2915.56
w/o tx(out & in)Type=Ablation, Supervision=Sparse PU Supervision2026.0674.626.74
GraphSAGEType=Homo, Supervision=Sparse PU Supervision2026.0674.3723.22
attention fusionType=Variant, Supervision=Sparse PU Supervision2026.0672.5521.09
1-channelType=Ablation, Supervision=Sparse PU Supervision2026.0671.2320.17
GATType=Homo, Supervision=Sparse PU Supervision2026.0668.8415.76
tx-channelType=Ablation, Supervision=Sparse PU Supervision2026.0668.815.32
ac-channelType=Ablation, Supervision=Sparse PU Supervision2026.0665.5221.51
HANType=Hetero, Supervision=Sparse PU Supervision2026.0653.099.88
GCNType=Homo, Supervision=Sparse PU Supervision2026.0649.5811.25
HGTType=Hetero, Supervision=Sparse PU Supervision2026.0648.947.08