Metric: 12 steps MAPE (higher is better)
| # | Model↕ | 12 steps MAPE▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | STG-NCDE | 8.8 | No | Graph Neural Controlled Differential Equations f... | 2021-12-07 | Code |
| 2 | STG-NRDE | 8.65 | No | Graph Neural Rough Differential Equations for Tr... | 2023-03-20 | Code |
| 3 | PM-DMNet(P) | 8.05 | No | Pattern-Matching Dynamic Memory Network for Dual... | 2024-08-12 | Code |
| 4 | STAEformer | 8.01 | No | STAEformer: Spatio-Temporal Adaptive Embedding M... | 2023-08-21 | Code |
| 5 | PM-DMNet(R) | 7.95 | No | Pattern-Matching Dynamic Memory Network for Dual... | 2024-08-12 | Code |
| 6 | STD-MAE | 7.72 | Yes | Spatial-Temporal-Decoupled Masked Pre-training f... | 2023-12-01 | Code |