Anomaly Detection on Cryptocurrency transaction dataset 0.01% label scarcity
99.63AccuracyRDLI (KG + CS)
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| RDLI (KG + CS)Backbone=LightGBM, Labels=0.01%2026.01 | 99.63 | 99.5 | 100 | 99.75 | 0.9996 | |
| RDLI (KG + CS)Backbone=GNN, Labels=0.01%2026.01 | 91.29 | 93.42 | 82.35 | 89.23 | 0.8823 | |
| Feature-only (Full)Backbone=GNN, Labels=Full2026.01 | 90.43 | 74.6 | 52.91 | 69.2 | 0.8438 | |
| Feature-only (0.01%)Backbone=LightGBM, Labels=0.01%2026.01 | 78.92 | 77.96 | 78.92 | 78.25 | 0.811 | |
| Feature-only (Full)Backbone=LightGBM, Labels=Full2026.01 | 78.7 | 84.08 | 78.7 | 80.18 | 0.8518 | |
| RDLI (KG + CS)Backbone=GRU, Labels=0.01%2026.01 | 73.89 | 88.98 | 73.51 | 80.51 | 0.829 | |
| Feature-only (Full)Backbone=GRU, Labels=Full2026.01 | 72.71 | 39.99 | 53.95 | 45.93 | 0.6768 | |
| Feature-only (0.01%)Backbone=GNN, Labels=0.01%2026.01 | 68.15 | 64.72 | 68.15 | 62.43 | 0.6793 | |
| Feature-only (0.01%)Backbone=GRU, Labels=0.01%2026.01 | 41.39 | 85.16 | 24.37 | 37.89 | 0.6883 |