| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Cora | R-DCR | Accuracy99.99 | 1,215 | 1mo ago | |
| Citeseer | HGCN | Accuracy95 | 1,037 | 1d ago | |
| Cora (test) | MCCL | Mean Accuracy98.2 | 951 | 14d ago | |
| Citeseer (test) | ASPECT | Accuracy0.8117 | 945 | 1d ago | |
| Chameleon | GDE | Accuracy87.22 | 867 | 7d ago | |
| Pubmed | SOG | Accuracy97.46 | 865 | 7d ago | |
| Wisconsin | FgGSL | Accuracy96 | 864 | 17h ago | |
| Cornell | FgGSL | Accuracy94 | 851 | 17h ago | |
| Texas | GREAD-F | Accuracy89.73 | 801 | 17h ago | |
| Squirrel | GHM | Accuracy83.49 | 786 | 7d ago | |
| PubMed | PromptGFM* | Accuracy94.65 | 627 | 18h ago | |
| Pubmed (test) | RGLM-Similarizer | Accuracy91.18 | 586 | 4d ago | |
| Cora | KCoT | Accuracy91.64 | 583 | 17h ago | |
| Actor | Accuracy77.83 | 556 | 17h ago | ||
| CiteSeer | CNA | Accuracy95.75 | 503 | 19h ago | |
| ogbn-arxiv (test) | TAPE + SimTeG | Accuracy78.03 | 497 | 5d ago | |
| Photo | NT* | Mean Accuracy96.67 | 374 | 12d ago | |
| Pubmed | CGRL | Accuracy96.9 | 363 | 17h ago | |
| Chameleon (test) | MRS-Dir-GCNDA | Mean Accuracy80.17 | 335 | 1d ago | |
| WikiCS | CGT | Accuracy84.61 | 329 | 1mo ago | |
| Roman-Empire | NT | Accuracy94.77 | 327 | 17h ago | |
| Cora-ML | IMPRESS | Accuracy97.63 | 326 | 7d ago | |
| SQUIRREL vanilla (test) | NETTACK | Miss-classification Rate1.33 | 322 | 25d ago | |
| Cornell (test) | APPNP | Mean Accuracy91.8 | 313 | 21d ago | |
| Amazon Photo | SAGE† | Accuracy97.02 | 313 | 17h ago |