Metric: RMSE (lower is better)
| # | Model↕ | RMSE ▲ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | T-Graphormer | 3.2 | No | T-Graphormer: Using Transformers for Spatiotempo... | 2025-01-22 | Code |
| 2 | STEP | 4.2 | Yes | Pre-training Enhanced Spatial-temporal Graph Neu... | 2022-06-18 | Code |
| 3 | D2STGNN | 4.3 | No | Decoupled Dynamic Spatial-Temporal Graph Neural ... | 2022-06-18 | Code |
| 4 | STGM | 4.369 | No | - | - | Code |
| 5 | GWNET-Cov | 4.4 | No | - | - | Code |
| 6 | MegaCRN | 4.42 | No | Spatio-Temporal Meta-Graph Learning for Traffic ... | 2022-11-27 | Code |
| 7 | STBayesian | 4.44 | No | Traffic signal prediction on transportation netw... | 2021-04-27 | Code |
| 8 | GMAN | 4.49 | No | GMAN: A Graph Multi-Attention Network for Traffi... | 2019-11-11 | Code |