| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| PROTEINS | IPR-MPNN | Accuracy85.4 | 994 | 16d ago | |
| MUTAG | PR-MPNN | Accuracy98.4 | 862 | 16d ago | |
| NCI1 | UAT-T | Accuracy95.17 | 501 | 16d ago | |
| COLLAB | GraphMAE | Accuracy88 | 422 | 16d ago | |
| IMDB-B | ESA | Accuracy86.8 | 378 | 18d ago | |
| ENZYMES | ESA | Accuracy79.4 | 318 | 16d ago | |
| IMDB-M | AutoGEL | Accuracy56.8 | 275 | 18d ago | |
| DD | GraphMAE | Accuracy88.1 | 273 | 16d ago | |
| NCI109 | δ-2-LWL+ | Accuracy89.3 | 223 | 1mo ago | |
| MUTAG (10-fold cross-validation) | TFGW | Accuracy96.4 | 219 | 1mo ago | |
| MUTAG (test) | GraphTCL | Accuracy98.42 | 217 | 1mo ago | |
| PROTEINS (10-fold cross-validation) | Hi-GMAE-F | Accuracy83.88 | 214 | 1mo ago | |
| ogbg-molpcba (test) | GPTrans-L | AP32.43 | 206 | 1mo ago | |
| PTC-MR | ISP-GNN† | Accuracy76.4 | 197 | 26d ago | |
| PROTEINS (test) | HGP-SL | Accuracy84.91 | 180 | 1mo ago | |
| NCI1 (test) | WKPI-KM | Accuracy87.5 | 177 | 1mo ago | |
| PTC | GIC | Accuracy77.64 | 167 | 1mo ago | |
| IMDB-B (10-fold cross-validation) | P-Poinc | Accuracy81.86 | 148 | 1mo ago | |
| Peptides-func LRGB (test) | AP0.7311 | 145 | 11d ago | ||
| DHFR | ISP-GNN† | Accuracy90.1 | 140 | 1mo ago | |
| CIFAR10 (test) | NeuralWalker | Test Accuracy76.903 | 139 | 1mo ago | |
| IMDB-B (test) | PXGL-GNN | Accuracy77.35 | 134 | 1mo ago | |
| IMDB MULTI | δ-3-LWL+ | Accuracy64.2 | 124 | 1mo ago | |
| D&D | KP-GIN | Accuracy84 | 123 | 1mo ago | |
| PTC (10-fold cross-validation) | CAN | Accuracy72.8 | 115 | 1mo ago |
