Metric: Validation MAE (lower is better)
| # | Model↕ | Validation MAE▲ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | O-GNN | 0.1148 | No | - | - | Code |
| 2 | GPTrans-L | 0.1151 | No | Graph Propagation Transformer for Graph Represen... | 2023-05-19 | Code |
| 3 | Graphormer + GFSA | 0.1193 | No | Graph Convolutions Enrich the Self-Attention in ... | 2023-12-07 | Code |
| 4 | EGT | 0.1224 | No | Global Self-Attention as a Replacement for Graph... | 2021-08-07 | Code |
| 5 | Graphormer | 0.1234 | No | Do Transformers Really Perform Bad for Graph Rep... | 2021-06-09 | Code |
| 6 | Higher-Order Transformer | 0.1263 | No | Transformers Generalize DeepSets and Can be Exte... | 2021-10-27 | Code |
| 7 | GIN-virtual | 0.1396 | No | OGB-LSC: A Large-Scale Challenge for Machine Lea... | 2021-03-17 | Code |
| 8 | GCN-Virtual | 0.1536 | No | OGB-LSC: A Large-Scale Challenge for Machine Lea... | 2021-03-17 | Code |
| 9 | GCN | 0.1684 | No | OGB-LSC: A Large-Scale Challenge for Machine Lea... | 2021-03-17 | Code |
| 10 | MLP-fingerprint | 0.2044 | No | OGB-LSC: A Large-Scale Challenge for Machine Lea... | 2021-03-17 | Code |