Node Classification 벤치마크
Node Classification on amazon-ratings
Accuracy (%)
- 2024-03-02 — Polynormer: Accuracy (%) 54.81
- 2024-06-13 — GAT: Accuracy (%) 55.54
| Rank | Model | Accuracy (%) | Paper | Code | Year |
|---|---|---|---|---|---|
| 1 | GAT | 55.54 ± 0.51 | Classic GNNs are Strong Baselines: Reassessing GNNs for Node Classification | LUOyk1999/tunedGNN | 2024 |
| 2 | GraphSAGE | 55.40 ± 0.21 | Classic GNNs are Strong Baselines: Reassessing GNNs for Node Classification | LUOyk1999/tunedGNN | 2024 |
| 3 | Polynormer | 54.81 ± 0.49 | Polynormer: Polynomial-Expressive Graph Transformer in Linear Time | cornell-zhang/Polynormer · cornell-zhang/polynormer | 2024 |
| 4 | GCN | 53.80 ± 0.60 | Classic GNNs are Strong Baselines: Reassessing GNNs for Node Classification | LUOyk1999/tunedGNN | 2024 |