Metric: Accuracy (higher is better)
| # | Model↕ | Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | GRIT | 80.026 | No | Graph Inductive Biases in Transformers without M... | 2023-05-27 | Code |
| 2 | EGT | 79.232 | No | Global Self-Attention as a Replacement for Graph... | 2021-08-07 | Code |
| 3 | CKGCN | 79.003 | No | CKGConv: General Graph Convolution with Continuo... | 2024-04-21 | Code |
| 4 | GPTrans-Nano | 78.07 | No | Graph Propagation Transformer for Graph Represen... | 2023-05-19 | Code |
| 5 | TIGT | 78.033 | No | Topology-Informed Graph Transformer | 2024-02-03 | Code |
| 6 | GPS | 77.95 | No | Recipe for a General, Powerful, Scalable Graph T... | 2022-05-25 | Code |
| 7 | EIGENFORMER | 77.456 | No | Graph Transformers without Positional Encodings | 2024-01-31 | - |
| 8 | ARGNP | 77.35 | No | Automatic Relation-aware Graph Network Prolifera... | 2022-05-31 | Code |
| 9 | GatedGCN-PE | 76.08 | No | Benchmarking Graph Neural Networks | 2020-03-02 | Code |