| PAYSIM | QT-GNN | F1 Score99 | | 29 | 4d ago |
| Amazon (test) | Grad | AUC97.89 | | 28 | 4d ago |
| YelpChi (test) | Grad | AUC99.08 | | 25 | 4d ago |
| Amazon (40% train ratio) | RioGNN | AUC0.9619 | | 16 | 4d ago |
| Amazon 20% ratio (train) | RioGNN | AUC95.63 | | 16 | 4d ago |
| Amazon 10% ratio (train) | RioGNN | AUC95.41 | | 16 | 4d ago |
| Amazon 5% ratio (train) | RioGNN | AUC95.44 | | 16 | 4d ago |
| Yelp (40% train ratio) | RioGNN | AUC83.54 | | 16 | 4d ago |
| Yelp 20% (train) | RioGNN | AUC0.8231 | | 16 | 4d ago |
| Yelp 10% ratio (train) | RioGNN | AUC83.72 | | 16 | 4d ago |
| Yelp (5% train ratio) | RioGNN | AUC0.8197 | | 16 | 4d ago |
| IEEE-CIS | TabM | F182 | | 15 | 4d ago |
| CCFRAUD | TabM | F1 Score0.66 | | 15 | 4d ago |
| CCF | XGBoost | F1 Score89 | | 15 | 4d ago |
| PromotionAbuse | FraudCoT | Macro F1 Score77.95 | | 15 | 4d ago |
| DigitalMusic | FraudCoT | Macro F1 Score84.23 | | 15 | 4d ago |
| InstantVideo | FraudCoT | Macro F1 Score83.21 | | 15 | 4d ago |
| FD | DPS | Balanced Acc69.9 | | 12 | 4d ago |
| Credit Card Fraud dataset | HolisticPU | F1 Score0.991 | | 12 | 4d ago |
| Amazon (40% label ratio) | MHSA-GNN | F1-macro92.47 | | 11 | 4d ago |
| Amazon (1% label ratio) | MHSA-GNN | F1-macro91.12 | | 11 | 4d ago |
| T-finance (40% label ratio) | MHSA-GNN | F1-macro91.3 | | 10 | 4d ago |
| T-finance (1% label ratio) | MHSA-GNN | F1-macro90.23 | | 10 | 4d ago |
| Yelp (test) | JA-GNN | AUC0.951 | | 10 | 4d ago |
| PFFD (test) | JA-GNN | AUC0.897 | | 10 | 4d ago |