| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| PROTEINS | IPR-MPNN | Accuracy85.4 | 1,252 | 18h ago | |
| MUTAG | PR-MPNN | Accuracy98.4 | 1,103 | 18h ago | |
| NCI1 | UAT-T | Accuracy95.17 | 658 | 18h ago | |
| COLLAB | GraphMAE | Accuracy88 | 469 | 5d ago | |
| IMDB-M | Accuracy79.4 | 425 | 21h ago | ||
| IMDB-B | ESA | Accuracy86.8 | 425 | 18h ago | |
| ENZYMES | ESA | Accuracy79.4 | 328 | 18h ago | |
| DD | GraphMAE | Accuracy88.1 | 300 | 21d ago | |
| NCI109 | δ-2-LWL+ | Accuracy89.3 | 267 | 1d ago | |
| PTC-MR | ISP-GNN† | Accuracy76.4 | 244 | 14d ago | |
| MUTAG (10-fold cross-validation) | TFGW | Accuracy96.4 | 227 | 28d ago | |
| MUTAG (test) | GraphTCL | Accuracy98.42 | 224 | 18d ago | |
| PROTEINS (10-fold cross-validation) | Hi-GMAE-F | Accuracy83.88 | 223 | 18h ago | |
| PROTEINS (test) | HGP-SL | Accuracy84.91 | 213 | 18d ago | |
| ogbg-molpcba (test) | GPTrans-L | AP32.43 | 212 | 1mo ago | |
| Peptides-func LRGB (test) | AP0.7311 | 196 | 6d ago | ||
| NCI1 (test) | WKPI-KM | Accuracy87.5 | 177 | 2mo ago | |
| PTC | GIC | Accuracy77.64 | 167 | 3mo ago | |
| BZR | ISP-GNN_Onion | Accuracy94.6 | 165 | 18d ago | |
| COX2 | ISP-GNN† | Accuracy90.3 | 161 | 18d ago | |
| IMDB-B | SNN | Mean Accuracy80.5 | 159 | 1d ago | |
| HIV | <SOGk> | ROC-AUC0.832 | 155 | 21h ago | |
| IMDB-B (test) | GSN-e | Accuracy77.8 | 155 | 25d ago | |
| IMDB-B (10-fold cross-validation) | P-Poinc | Accuracy81.86 | 155 | 28d ago | |
| CIFAR10 (test) | NeuralWalker | Test Accuracy76.903 | 152 | 25d ago |
