Metric: Accuracy (higher is better)
| # | Model↕ | Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | CKGCN | 88.661 | No | CKGConv: General Graph Convolution with Continuo... | 2024-04-21 | Code |
| 2 | GRIT | 87.196 | No | Graph Inductive Biases in Transformers without M... | 2023-05-27 | Code |
| 3 | EGT | 86.821 | No | Global Self-Attention as a Replacement for Graph... | 2021-08-07 | Code |
| 4 | Exphormer | 86.74 | No | Exphormer: Sparse Transformers for Graphs | 2023-03-10 | Code |
| 5 | EIGENFORMER | 86.738 | No | Graph Transformers without Positional Encodings | 2024-01-31 | - |
| 6 | GPS | 86.685 | No | Recipe for a General, Powerful, Scalable Graph T... | 2022-05-25 | Code |
| 7 | TIGT | 86.68 | No | Topology-Informed Graph Transformer | 2024-02-03 | Code |
| 8 | GatedGCN | 86.508 | No | Benchmarking Graph Neural Networks | 2020-03-02 | Code |