Blockchain Anomaly Detection on AlphaHomora (test)
76.47AUC-PRCTEMG-TTA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TEMG-TTABackbone=GCN, TTA=Ours, Training Dataset=PlusTokenPonzi2026.05 | 76.47 | 76.8 | 89.1 | |
| GCNBackbone=GCN, TTA=Origin, Training Dataset=PlusTokenPonzi2026.05 | 62.41 | 75.62 | 89.1 | |
| TEMG-TTABackbone=SGNN, TTA=Ours, Training Dataset=CryptopiaHacker2026.05 | 59.04 | 54.86 | 57.63 | |
| TEMG-TTAGNN Backbone=SGNN, TTA=Ours, Training Dataset=Upbit2026.05 | 55.84 | 53.34 | 53.62 | |
| TEMG-TTAGNN Backbone=GCN, TTA=Ours, Training Dataset=Upbit2026.05 | 54.71 | 50.88 | 52.2 | |
| TEMG-TTAGNN Backbone=GCN, TTA=Ours, Training Dataset=Trace2026.05 | 51.77 | 48.99 | 55.24 | |
| SGNNBackbone=SGNN, TTA=Origin, Training Dataset=CryptopiaHacker2026.05 | 50.77 | 49.15 | 57.47 | |
| SGNNGNN Backbone=SGNN, TTA=Origin, Training Dataset=Upbit2026.05 | 42.19 | 49.65 | 49.59 | |
| GCNGNN Backbone=GCN, TTA=Origin, Training Dataset=Trace2026.05 | 42.11 | 40.18 | 46.66 | |
| GCNGNN Backbone=GCN, TTA=Origin, Training Dataset=Upbit2026.05 | 41.64 | 36.06 | 45.42 | |
| TEMG-TTABackbone=DGA, TTA=Ours, Training Dataset=CryptopiaHacker2026.05 | 41.52 | 41.25 | 44.13 | |
| TEMG-TTAGNN Backbone=SAGE, TTA=Ours, Training Dataset=Upbit2026.05 | 39.08 | 40.49 | 41.21 | |
| TEMG-TTABackbone=GCN, TTA=Ours, Training Dataset=CryptopiaHacker2026.05 | 36.36 | 34.66 | 37.87 | |
| TEMG-TTAGNN Backbone=DGA, TTA=Ours, Training Dataset=Upbit2026.05 | 32.25 | 39.9 | 40.4 | |
| GCNBackbone=GCN, TTA=Origin, Training Dataset=CryptopiaHacker2026.05 | 22.92 | 28.38 | 30.62 | |
| DGAGNN Backbone=DGA, TTA=Origin, Training Dataset=Upbit2026.05 | 22.03 | 29.03 | 37.95 | |
| DGABackbone=DGA, TTA=Origin, Training Dataset=CryptopiaHacker2026.05 | 21.81 | 28.83 | 33.99 | |
| TEMG-TTABackbone=SAGE, TTA=Ours, Training Dataset=CryptopiaHacker2026.05 | 20.8 | 28.47 | 41.38 | |
| DGAGNN Backbone=DGA, TTA=Origin, Training Dataset=Trace2026.05 | 19.8 | 18.14 | 15.34 | |
| SAGEBackbone=SAGE, TTA=Origin, Training Dataset=CryptopiaHacker2026.05 | 19.46 | 22.69 | 40.04 | |
| SAGEGNN Backbone=SAGE, TTA=Origin, Training Dataset=Upbit2026.05 | 16.89 | 23.58 | 40.13 | |
| TEMG-TTAGNN Backbone=DGA, TTA=Ours, Training Dataset=Trace2026.05 | 16.36 | 19.51 | 30.94 | |
| SAGEGNN Backbone=SAGE, TTA=Origin, Training Dataset=Trace2026.05 | 5.33 | 2.09 | 15.29 | |
| TEMG-TTAGNN Backbone=SAGE, TTA=Ours, Training Dataset=Trace2026.05 | 5.32 | 2.18 | 15.3 |