T-Finance
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Graph Anomaly Detection | T-Finance | AUC98.66 | 58 | |
| Graph Anomaly Detection | T-Finance | AUPRC88.7 | 44 | |
| Graph Anomaly Detection | T-Finance (test) | AUPRC60.67 | 38 | |
| Graph Anomaly Detection | T-Finance | AUC96.79 | 18 | |
| Anomaly Detection | T-Finance zero-shot (test) | AUROC76.29 | 17 | |
| Graph Anomaly Detection | T-Finance static graph (40% train) | F1-m89.6 | 12 | |
| Graph Anomaly Detection | T-Finance (40/20/40 split) | Macro-F189.6 | 12 | |
| Anomaly Detection | T-Finance | AUROC0.7547 | 12 | |
| Edge-level Anomaly Detection | T-Finance | AUROC94.32 | 12 | |
| Node-level Anomaly Detection | T-Finance | AUROC0.9649 | 12 | |
| Graph Anomaly Detection | T-Finance | AP60.67 | 11 | |
| Edge-level Anomaly Detection | T-Finance | F1-macro84.9 | 11 | |
| Node-level Anomaly Detection | T-Finance | F1 Macro89.75 | 11 | |
| Graph Fraud Detection | T-Finance | AUC97.38 | 10 | |
| Fraud Detection | T-finance (40% label ratio) | F1-macro91.3 | 10 | |
| Fraud Detection | T-finance (1% label ratio) | F1-macro90.23 | 10 | |
| Graph Anomaly Detection | T-Finance (40%) | Macro-F188.2 | 7 | |
| Graph Anomaly Detection | T-Finance (1%) | Macro-F185.1 | 7 | |
| Graph Anomaly Detection | T-Finance large-scale (test) | AUROC61.75 | 5 | |
| Graph Anomaly Detection | T-Finance | AUROC71.62 | 3 | |
| Edge Anomaly Detection | T-Finance | AUPRC74.37 | 3 | |
| Node Anomaly Detection | T-Finance | AUPRC0.8534 | 3 | |
| Edge-to-Node Transfer | T-Finance | F1 Macro87.61 | 2 | |
| Node-to-Edge Transfer | T-Finance | F1-macro83.35 | 2 | |
| Edge-to-Node Zero-shot Anomaly Detection | T-Finance | AUPRC81.02 | 2 |
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