Blockchain Anomaly Detection on PlusTokenPonzi (test)
99.8AUC-PRCTEMG-TTA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TEMG-TTAGNN Backbone=SGNN, TTA=Ours, Training Dataset=Upbit2026.05 | 99.8 | 99.7 | 99.82 | |
| TEMG-TTAGNN Backbone=SAGE, TTA=Ours, Training Dataset=Upbit2026.05 | 99.61 | 99.19 | 99.59 | |
| TEMG-TTAGNN Backbone=DGA, TTA=Ours, Training Dataset=Upbit2026.05 | 98.91 | 99.04 | 99.22 | |
| SGNNGNN Backbone=SGNN, TTA=Origin, Training Dataset=Upbit2026.05 | 98.91 | 97.78 | 99.36 | |
| SAGEGNN Backbone=SAGE, TTA=Origin, Training Dataset=Trace2026.05 | 98.88 | 98.53 | 98.96 | |
| TEMG-TTAGNN Backbone=SAGE, TTA=Ours, Training Dataset=Trace2026.05 | 98.76 | 98.56 | 98.98 | |
| TEMG-TTAGNN Backbone=GCN, TTA=Ours, Training Dataset=Upbit2026.05 | 98.74 | 97.68 | 98.46 | |
| DGAGNN Backbone=DGA, TTA=Origin, Training Dataset=Upbit2026.05 | 98.43 | 98.44 | 99.11 | |
| TEMG-TTAGNN Backbone=DGA, TTA=Ours, Training Dataset=Trace2026.05 | 98.27 | 98.06 | 98.23 | |
| TEMG-TTAGNN Backbone=GCN, TTA=Ours, Training Dataset=Trace2026.05 | 96.19 | 88.48 | 90.49 | |
| GCNGNN Backbone=GCN, TTA=Origin, Training Dataset=Trace2026.05 | 96.08 | 88.34 | 89.1 | |
| SAGEGNN Backbone=SAGE, TTA=Origin, Training Dataset=Upbit2026.05 | 92.14 | 93.8 | 98.97 | |
| GCNGNN Backbone=GCN, TTA=Origin, Training Dataset=Upbit2026.05 | 87.34 | 75.62 | 95.63 | |
| DGAGNN Backbone=DGA, TTA=Origin, Training Dataset=Trace2026.05 | 64.66 | 75.58 | 89.1 |