| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Cora | R-DCR | Accuracy99.99 | 1,225 | 1mo ago | |
| Citeseer | HGCN | Accuracy95 | 1,037 | 1mo ago | |
| Citeseer (test) | Graph Transformer | Accuracy0.924 | 1,013 | 26d ago | |
| Cora (test) | MCCL | Mean Accuracy98.2 | 951 | 2mo ago | |
| Chameleon | GDE | Accuracy87.22 | 936 | 1mo ago | |
| Pubmed | SOG | Accuracy97.46 | 902 | 1mo ago | |
| Cornell | MC-GPB (+) | Accuracy97.8 | 900 | 1mo ago | |
| Wisconsin | MC-GPB (+) | Accuracy96.3 | 898 | 1mo ago | |
| Texas | GREAD-F | Accuracy89.73 | 859 | 25d ago | |
| Squirrel | GHM | Accuracy83.49 | 815 | 1mo ago | |
| Pubmed (test) | RGLM-Similarizer | Accuracy91.18 | 628 | 1mo ago | |
| PubMed | PromptGFM* | Accuracy94.65 | 627 | 1mo ago | |
| Cora | GNNMERGE | Accuracy93.35 | 609 | 1mo ago | |
| Actor | Accuracy77.83 | 598 | 1mo ago | ||
| ogbn-arxiv (test) | TAPE + SimTeG | Accuracy78.03 | 542 | 24d ago | |
| CiteSeer | CNA | Accuracy95.75 | 541 | 1mo ago | |
| Pubmed | CGRL | Accuracy96.9 | 501 | 25d ago | |
| Photo | NT* | Mean Accuracy96.67 | 447 | 1mo ago | |
| Chameleon (test) | MRS-Dir-GCNDA | Mean Accuracy80.17 | 425 | 16d ago | |
| Cornell (test) | APPNP | Mean Accuracy91.8 | 403 | 16d ago | |
| Texas (test) | Node2Vec | Mean Accuracy94.8 | 402 | 16d ago | |
| Roman-Empire | NT | Accuracy94.77 | 398 | 1mo ago | |
| amazon-ratings | SAGE | Accuracy56.72 | 354 | 1mo ago | |
| Squirrel (test) | MRS-Dir-GCNDA | Mean Accuracy76.01 | 353 | 1mo ago | |
| Wisconsin (test) | HiGCN | Mean Accuracy94.89 | 346 | 16d ago |
