| node-classification-on-amazon-computers-1 | GAT | #1 | Accuracy: 94.09±0.37 |
| node-classification-on-amazon-computers-1 | GCN | #2 | Accuracy: 93.99±0.12 |
| node-classification-on-amazon-computers-1 | GraphSAGE | #3 | Accuracy: 93.25±0.14 |
| node-classification-on-amazon-photo-1 | GraphSAGE | #1 | Accuracy: 96.78 ± 0.23 |
| node-classification-on-amazon-photo-1 | GAT | #2 | Accuracy: 96.60 ± 0.33 |
| node-classification-on-amazon-photo-1 | GCN | #3 | Accuracy: 96.10 ± 0.46 |
| node-classification-on-amazon-ratings | GAT | #1 | Accuracy (%): 55.54 ± 0.51 |
| node-classification-on-amazon-ratings | GraphSAGE | #2 | Accuracy (%): 55.40 ± 0.21 |
| node-classification-on-amazon-ratings | GCN | #4 | Accuracy (%): 53.80 ± 0.60 |
| node-classification-on-citeseer-with-public | GCN | #20 | Accuracy: 73.14± 0.67 |
| node-classification-on-coauthor-cs | GraphSAGE | #3 | Accuracy: 96.38±0.11 |
| node-classification-on-coauthor-physics | GCN | #3 | Accuracy: 97.46 ± 0.10 |
| node-classification-on-cora-with-public-split | GCN | #6 | Accuracy: 85.1 ± 0.7 |
| node-classification-on-minesweeper | GCN | #1 | AUCROC: 97.86 ± 0.24 |
| node-classification-on-minesweeper | GraphSAGE | #2 | AUCROC: 97.77 ± 0.62 |
| node-classification-on-minesweeper | GAT | #3 | AUCROC: 97.73 ± 0.73 |
| node-classification-on-pokec | GCN | #2 | Accuracy: 86.33 ± 0.17 |
| node-classification-on-pubmed-with-public | GCN | #8 | Accuracy: 81.12 ± 0.52 |
| node-classification-on-questions | GCN | #2 | AUCROC: 79.02 ± 0.60 |
| node-classification-on-roman-empire | GCN | #4 | Accuracy (% ): 91.27±0.20 |
| node-property-prediction-on-ogbn-arxiv | GCN | #34 | Test Accuracy: 0.7360 ± 0.0018Ext. data: No… |
| node-property-prediction-on-ogbn-arxiv | GraphSAGE | #44 | Test Accuracy: 0.7295 ± 0.0031Ext. data: No… |
| node-property-prediction-on-ogbn-products | GraphSAGE | #23 | Test Accuracy: 0.8389 ± 0.0036Ext. data: No… |
| node-property-prediction-on-ogbn-products | GCN | #30 | Test Accuracy: 0.8233 ± 0.0019Ext. data: No… |
| node-property-prediction-on-ogbn-proteins | GAT | #14 | Ext. data: NoTest ROC-AUC: 0.8501 ± 0.0046… |
| node-property-prediction-on-ogbn-proteins | GraphSAGE | #16 | Ext. data: NoTest ROC-AUC: 0.8221 ± 0.0032… |