Anomaly Detection on Bitcoin-Alpha (AUC-ROC, Macro-F1)
92.7AUC-ROCTAS-GNN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TAS-GNNCategory=Proposed2026.02 | 92.7 | 74.7 | |
| SiGATCategory=Signed GNN2026.02 | 89.6 | 69.6 | |
| SGCNCategory=Signed GNN2026.02 | 84.6 | 66.9 | |
| SNEACategory=Signed GNN2026.02 | 83.8 | 71.9 | |
| CLDG++Supervision type=unsupervised2026.05 | 79.71 | — | |
| BernoulliCUSUM2026.06 | 79.6 | — | |
| CLDGSupervision type=unsupervised2026.05 | 77.7 | — | |
| CoLASupervision type=unsupervised, Temporal information usage=false2026.05 | 77.65 | — | |
| GaaSTrust2026.06 | 74.8 | — | |
| GATCategory=Unsigned GNN2026.02 | 74.2 | 68.2 | |
| ANEMONESupervision type=unsupervised, Temporal information usage=false2026.05 | 72.7 | — | |
| SADSupervision type=semi-supervised, Temporal information usage=true2026.05 | 71.83 | — | |
| GRADATESupervision type=unsupervised, Temporal information usage=false2026.05 | 68.64 | — | |
| GCNCategory=Unsigned GNN2026.02 | 67.6 | 63 | |
| NetWalkSupervision type=unsupervised, Temporal information usage=true2026.05 | 64.12 | — | |
| BTGAggDA-Cal2026.06 | 61.2 | — | |
| BadRankCategory=Heuristic2026.02 | 57.8 | 55.5 | |
| AEGISSupervision type=unsupervised, Temporal information usage=false2026.05 | 54.13 | — | |
| Lowest-5% ThresholdCategory=Heuristic2026.02 | 52.7 | 50.3 | |
| TADDYSupervision type=unsupervised, Temporal information usage=true2026.05 | 50.42 | — |