Money Laundering Risk Ranking on HI Medium
0.7699AUCGCNlayer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GCNlayerType=Variant, Supervision=Sparse PU Supervision2026.06 | 0.7699 | 28.27 | |
| w/o LTCEType=Ablation, Supervision=Sparse PU Supervision2026.06 | 0.7611 | 30.35 | |
| MIST-GNNSupervision=Sparse PU Supervision2026.06 | 0.7569 | 30.48 | |
| mean fusionType=Variant, Supervision=Sparse PU Supervision2026.06 | 0.7508 | 30.18 | |
| mlp fusionType=Variant, Supervision=Sparse PU Supervision2026.06 | 0.7234 | 28.53 | |
| attention fusionType=Variant, Supervision=Sparse PU Supervision2026.06 | 0.7216 | 25.43 | |
| w/o tx(out & in)Type=Ablation, Supervision=Sparse PU Supervision2026.06 | 0.6991 | 23.03 | |
| GraphSAGEType=Homo, Supervision=Sparse PU Supervision2026.06 | 0.69 | 29.32 | |
| ac-channelType=Ablation, Supervision=Sparse PU Supervision2026.06 | 0.6675 | 21.92 | |
| 1-channelType=Ablation, Supervision=Sparse PU Supervision2026.06 | 0.6416 | 17.35 | |
| R-GCNType=Hetero, Supervision=Sparse PU Supervision2026.06 | 0.6184 | 18.98 | |
| tx-channelType=Ablation, Supervision=Sparse PU Supervision2026.06 | 0.6077 | 16.3 | |
| GATType=Homo, Supervision=Sparse PU Supervision2026.06 | 0.5933 | 16.82 | |
| HGTType=Hetero, Supervision=Sparse PU Supervision2026.06 | 0.4818 | 12.06 | |
| GCNType=Homo, Supervision=Sparse PU Supervision2026.06 | 0.4689 | 15.19 | |
| HANType=Hetero, Supervision=Sparse PU Supervision2026.06 | 0.4607 | 12.86 |