| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| PROTEINS | ET | Accuracy90.3 | 1,383 | 22d ago | |
| MUTAG | CDAT | Accuracy98.8 | 1,229 | 22d ago | |
| NCI1 | UAT-T | Accuracy95.17 | 707 | 22d ago | |
| COLLAB | GraphMAE | Accuracy88 | 532 | 22d ago | |
| IMDB-B | ESA | Accuracy86.8 | 455 | 22d ago | |
| IMDB-M | Accuracy79.4 | 434 | 1mo ago | ||
| ENZYMES | ET | Accuracy99.8 | 419 | 25d ago | |
| DD | CDAT | Accuracy98.5 | 309 | 29d ago | |
| NCI109 | CDAT | Accuracy94.3 | 275 | 1mo ago | |
| PTC-MR | ISP-GNN† | Accuracy76.4 | 271 | 29d ago | |
| MUTAG (test) | GraphTCL | Accuracy98.42 | 238 | 18d ago | |
| MUTAG (10-fold cross-validation) | TFGW | Accuracy96.4 | 236 | 1mo ago | |
| PROTEINS (test) | HGP-SL | Accuracy84.91 | 227 | 18d ago | |
| PROTEINS (10-fold cross-validation) | Hi-GMAE-F | Accuracy83.88 | 223 | 1mo ago | |
| ogbg-molpcba (test) | GPTrans-L | AP32.43 | 215 | 29d ago | |
| Peptides-func LRGB (test) | AP0.7311 | 213 | 18d ago | ||
| NCI1 (test) | WKPI-KM | Accuracy87.5 | 190 | 18d ago | |
| IMDB-B | SNN | Mean Accuracy80.5 | 181 | 1mo ago | |
| D&D | KP-GIN | Accuracy84 | 179 | 22d ago | |
| BZR | ISP-GNN_Onion | Accuracy94.6 | 179 | 1mo ago | |
| COX2 | ISP-GNN† | Accuracy90.3 | 175 | 1mo ago | |
| IMDB MULTI | δ-3-LWL+ | Accuracy64.2 | 168 | 29d ago | |
| PTC | GIC | Accuracy77.64 | 167 | 4mo ago | |
| REDDIT-B | CCIN | Accuracy93.4 | 163 | 1mo ago | |
| CIFAR10 (test) | NeuralWalker | Test Accuracy76.903 | 162 | 24d ago |
