Blockchain Anomaly Detection on CryptopiaHacker (test)
64.39AUC-PRCTEMG-TTA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TEMG-TTABackbone=GCN, TTA=Ours, Training Dataset=AlphaHomora2026.05 | 64.39 | 58.33 | 59.64 | |
| GCNBackbone=GCN, TTA=Origin, Training Dataset=AlphaHomora2026.05 | 55.52 | 49.78 | 53.54 | |
| TEMG-TTABackbone=SAGE, TTA=Ours, Training Dataset=AlphaHomora2026.05 | 48.8 | 54 | 55.18 | |
| SAGEBackbone=SAGE, TTA=Origin, Training Dataset=AlphaHomora2026.05 | 35.41 | 45.67 | 47.34 | |
| TEMG-TTAGNN Backbone=SGNN, TTA=Ours, Training Dataset=Upbit2026.05 | 0.4329 | 0.46 | 0.4718 | |
| TEMG-TTAGNN Backbone=GCN, TTA=Ours, Training Dataset=Upbit2026.05 | 0.4274 | 0.4156 | 0.4274 | |
| SGNNGNN Backbone=SGNN, TTA=Origin, Training Dataset=Upbit2026.05 | 0.3523 | 0.3842 | 0.3651 | |
| TEMG-TTAGNN Backbone=GCN, TTA=Ours, Training Dataset=Trace2026.05 | 0.3265 | 0.3486 | 0.3991 | |
| GCNGNN Backbone=GCN, TTA=Origin, Training Dataset=Trace2026.05 | 0.3006 | 0.3334 | 0.3722 | |
| GCNGNN Backbone=GCN, TTA=Origin, Training Dataset=Upbit2026.05 | 0.2628 | 0.2285 | 0.3323 | |
| TEMG-TTAGNN Backbone=SAGE, TTA=Ours, Training Dataset=Upbit2026.05 | 0.1918 | 0.314 | 0.3168 | |
| TEMG-TTAGNN Backbone=DGA, TTA=Ours, Training Dataset=Upbit2026.05 | 0.1469 | 0.2815 | 0.304 | |
| SAGEGNN Backbone=SAGE, TTA=Origin, Training Dataset=Upbit2026.05 | 0.1346 | 0.2512 | 0.2206 | |
| DGAGNN Backbone=DGA, TTA=Origin, Training Dataset=Trace2026.05 | 0.1315 | 0.1817 | 0.1131 | |
| TEMG-TTAGNN Backbone=DGA, TTA=Ours, Training Dataset=Trace2026.05 | 0.1269 | 0.1874 | 0.217 | |
| DGAGNN Backbone=DGA, TTA=Origin, Training Dataset=Upbit2026.05 | 0.1175 | 0.1501 | 0.2146 | |
| SAGEGNN Backbone=SAGE, TTA=Origin, Training Dataset=Trace2026.05 | 0.0359 | 0.0207 | 0.0876 | |
| TEMG-TTAGNN Backbone=SAGE, TTA=Ours, Training Dataset=Trace2026.05 | 0.0359 | 0.0192 | 0.0873 |