| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Amazon | SAWGAD | AUROC96.9 | 109 | 7d ago | |
| SAGAD | AUROC66.5 | 106 | 6d ago | ||
| BlogCatalog | ASTDP-GAD | AUROC0.9678 | 101 | 6d ago | |
| SAGAD | AUROC98.8 | 99 | 6d ago | ||
| REFI-GAD | AUROC0.9467 | 75 | 6d ago | ||
| Pubmed | REFI-GAD | AUC97.66 | 65 | 7d ago | |
| Questions | AUPRC26.8 | 59 | 7d ago | ||
| T-Finance | SignGAD | AUC98.66 | 58 | 5d ago | |
| ACM | REFI-GAD | AUPRC0.6215 | 54 | 7d ago | |
| Reddit (test) | AUPRC4.44 | 51 | 6d ago | ||
| Weibo (test) | ARC | AUPRC6,418 | 51 | 6d ago | |
| Cora | TERGAD | AUROC0.9306 | 50 | 6d ago | |
| Flickr | REFI-GAD | AUC0.8961 | 49 | 7d ago | |
| YelpChi | REFI-GAD | AUROC83.4 | 49 | 7d ago | |
| CiteSeer | TERGAD | AUROC95.78 | 47 | 6d ago | |
| Photo | REFI-GAD | AUROC75.95 | 46 | 6d ago | |
| T-Finance | SAWGAD | AUPRC88.7 | 44 | 20d ago | |
| Facebook (test) | TA-GGAD | AUPRC17.53 | 42 | 6d ago | |
| CiteSeer (test) | AUPRC46.96 | 42 | 6d ago | ||
| Cora | ANOMIX | AUC0.9327 | 41 | 12d ago | |
| Elliptic | XGBGraph | AUROC91.9 | 39 | 1mo ago | |
| ACM | REFI-GAD | AUROC95.54 | 38 | 6d ago | |
| CS | REFI-GAD | AUROC98.53 | 38 | 6d ago | |
| T-Finance (test) | NeighborDiv | AUPRC60.67 | 38 | 6d ago | |
| MUTAG | UniGAD | AUROC0.9673 | 36 | 6d ago |
