Blockchain Anomaly Detection on Upbit (test)
99.8AUC-PRCTEMG-TTA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TEMG-TTABackbone=SGNN, TTA=Ours, Training Dataset=PlusTokenPonzi2026.05 | 99.8 | 99.7 | 99.82 | |
| SGNNBackbone=SGNN, TTA=Origin, Training Dataset=PlusTokenPonzi2026.05 | 98.91 | 97.78 | 99.36 | |
| TEMG-TTABackbone=GCN, TTA=Ours, Training Dataset=AlphaHomora2026.05 | 54.71 | 50.88 | 52.2 | |
| GCNBackbone=GCN, TTA=Origin, Training Dataset=AlphaHomora2026.05 | 41.64 | 36.06 | 45.42 | |
| TEMG-TTAGNN Backbone=DGA, TTA=Ours, Training Dataset=Trace2026.05 | 17.93 | 34.07 | 34.14 | |
| TEMG-TTAGNN Backbone=GCN, TTA=Ours, Training Dataset=Trace2026.05 | 14.42 | 14.78 | 20.96 | |
| GCNGNN Backbone=GCN, TTA=Origin, Training Dataset=Trace2026.05 | 12.22 | 11.42 | 17.42 | |
| DGAGNN Backbone=DGA, TTA=Origin, Training Dataset=Trace2026.05 | 11.31 | 16.52 | 6.96 | |
| TEMG-TTAGNN Backbone=SAGE, TTA=Ours, Training Dataset=Trace2026.05 | 1.91 | 2.7 | 6.28 | |
| SAGEGNN Backbone=SAGE, TTA=Origin, Training Dataset=Trace2026.05 | 1.9 | 2.79 | 6.28 |