Metric: 12 steps MAE (lower is better)
| # | Model↕ | 12 steps MAE▲ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | STD-MAE | 18.31 | Yes | Spatial-Temporal-Decoupled Masked Pre-training f... | 2023-12-01 | Code |
| 2 | STAEformer | 19.14 | No | STAEformer: Spatio-Temporal Adaptive Embedding M... | 2023-08-21 | Code |
| 3 | PM-DMNet(R) | 19.18 | No | Pattern-Matching Dynamic Memory Network for Dual... | 2024-08-12 | Code |
| 4 | PM-DMNet(P) | 19.35 | No | Pattern-Matching Dynamic Memory Network for Dual... | 2024-08-12 | Code |
| 5 | DDGCRN | 19.79 | No | - | - | Code |
| 6 | PDFormer | 19.832 | No | PDFormer: Propagation Delay-Aware Dynamic Long-R... | 2023-01-19 | Code |
| 7 | STG-NRDE | 20.45 | No | Graph Neural Rough Differential Equations for Tr... | 2023-03-20 | Code |
| 8 | STG-NCDE | 20.53 | No | Graph Neural Controlled Differential Equations f... | 2021-12-07 | Code |