| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Cora | R-DCR | Accuracy99.99 | 1,215 | 4d ago | |
| Citeseer | HGCN | Accuracy95 | 931 | 26d ago | |
| Cora (test) | MCCL | Mean Accuracy98.2 | 861 | 3d ago | |
| Citeseer (test) | ASPECT | Accuracy0.8117 | 824 | 5d ago | |
| Pubmed | SOG | Accuracy97.46 | 819 | 26d ago | |
| Chameleon | CNA | Accuracy85.86 | 640 | 4d ago | |
| Wisconsin | FgGSL | Accuracy96 | 627 | 23d ago | |
| Texas | GREAD-F | Accuracy89.73 | 616 | 4d ago | |
| Squirrel | GHM | Accuracy83.49 | 591 | 4d ago | |
| Cornell | FgGSL | Accuracy94 | 582 | 23d ago | |
| Pubmed (test) | RGLM-Similarizer | Accuracy91.18 | 546 | 5d ago | |
| ogbn-arxiv (test) | TAPE + SimTeG | Accuracy78.03 | 433 | 4d ago | |
| Actor | Accuracy51.81 | 397 | 23d ago | ||
| PubMed | PromptGFM* | Accuracy94.65 | 396 | 24d ago | |
| CiteSeer | CNA | Accuracy95.75 | 393 | 4d ago | |
| Photo | NT* | Mean Accuracy96.67 | 343 | 4d ago | |
| WikiCS | CGT | Accuracy84.61 | 317 | 5d ago | |
| Chameleon (test) | MRS-Dir-GCNDA | Mean Accuracy80.17 | 297 | 4d ago | |
| Cornell (test) | APPNP | Mean Accuracy91.8 | 274 | 15d ago | |
| Texas (test) | BernNet | Mean Accuracy93.12 | 269 | 15d ago | |
| Squirrel (test) | MRS-Dir-GCNDA | Mean Accuracy76.01 | 267 | 15d ago | |
| Wisconsin (test) | HiGCN | Mean Accuracy94.89 | 239 | 15d ago | |
| Actor (test) | HiGCN | Mean Accuracy0.4181 | 237 | 4d ago | |
| Cora-ML | GNN | Accuracy87.06 | 232 | 1mo ago | |
| Arxiv | PromptGFM* | Accuracy83.78 | 219 | 4d ago |