| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Pubmed | SCISE | NMI35.77 | 61 | 17d ago | |
| AMAP | DCRN | Accuracy79.94 | 48 | 1mo ago | |
| Wiki | PANE | ARI35.8 | 41 | 1mo ago | |
| Photo | SCISE | NMI74.53 | 30 | 17d ago | |
| Chameleon | PFGC | NMI21.62 | 21 | 25d ago | |
| Computer | lrGAE 7 | NMI0.57 | 19 | 1mo ago | |
| CiteSeer | GraphMAE2 | NMI46.7 | 19 | 1mo ago | |
| CS | lrGAE 8 | NMI77.3 | 18 | 1mo ago | |
| arXiv | DyG-RoLLM | NMI53.3 | 15 | 4mo ago | |
| Dublin | DyG-RoLLM | NMI57.6 | 15 | 4mo ago | |
| Wikipedia | DyG-RoLLM | NMI0.516 | 15 | 4mo ago | |
| EC-30K | DyG-RoLLM | NMI99.4 | 15 | 4mo ago | |
| BD-30K | DyG-MF | NMI99.9 | 15 | 4mo ago | |
| WISC | CONVERT | Accuracy (ACC)47.61 | 14 | 1mo ago | |
| CITE | CDC | Accuracy (ACC)67.39 | 14 | 1mo ago | |
| Wisconsin | PFGC | Accuracy74.1 | 13 | 4mo ago | |
| Cornell | PFGC | Accuracy66.12 | 13 | 4mo ago | |
| Ogbn-products | SCISE | ACC43.88 | 13 | 17d ago | |
| Washington | PFGC | Accuracy70.43 | 12 | 4mo ago | |
| UAT | PFGC | Accuracy56.81 | 12 | 4mo ago | |
| Blogcatalog | mWDK | ACC0.849 | 12 | 4mo ago | |
| AMAC | mWDK | ACC54.7 | 12 | 4mo ago | |
| EU | mWDK | Accuracy94.8 | 12 | 4mo ago | |
| UE | WDK | Accuracy0.934 | 12 | 4mo ago | |
| EEH | mWDK | Accuracy98.6 | 12 | 4mo ago |
