Money Laundering Risk Ranking on HI Small
78.79AUCMIST-GNN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MIST-GNNSupervision=Sparse PU Supervision2026.06 | 78.79 | 29.45 | |
| GCNlayerType=Variant, Supervision=Sparse PU Supervision2026.06 | 77.66 | 25.62 | |
| mean fusionType=Variant, Supervision=Sparse PU Supervision2026.06 | 76.82 | 26.58 | |
| w/o LTCEType=Ablation, Supervision=Sparse PU Supervision2026.06 | 76.45 | 26.86 | |
| mlp fusionType=Variant, Supervision=Sparse PU Supervision2026.06 | 76.33 | 23.4 | |
| R-GCNType=Hetero, Supervision=Sparse PU Supervision2026.06 | 75.29 | 15.56 | |
| w/o tx(out & in)Type=Ablation, Supervision=Sparse PU Supervision2026.06 | 74.6 | 26.74 | |
| GraphSAGEType=Homo, Supervision=Sparse PU Supervision2026.06 | 74.37 | 23.22 | |
| attention fusionType=Variant, Supervision=Sparse PU Supervision2026.06 | 72.55 | 21.09 | |
| 1-channelType=Ablation, Supervision=Sparse PU Supervision2026.06 | 71.23 | 20.17 | |
| GATType=Homo, Supervision=Sparse PU Supervision2026.06 | 68.84 | 15.76 | |
| tx-channelType=Ablation, Supervision=Sparse PU Supervision2026.06 | 68.8 | 15.32 | |
| ac-channelType=Ablation, Supervision=Sparse PU Supervision2026.06 | 65.52 | 21.51 | |
| HANType=Hetero, Supervision=Sparse PU Supervision2026.06 | 53.09 | 9.88 | |
| GCNType=Homo, Supervision=Sparse PU Supervision2026.06 | 49.58 | 11.25 | |
| HGTType=Hetero, Supervision=Sparse PU Supervision2026.06 | 48.94 | 7.08 |