Metric: 12 steps RMSE (lower is better)
| # | Model↕ | 12 steps RMSE▲ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Hierarchical-Attention-LSTM (HierAttnLSTM) | 22.32 | No | Network Level Spatial Temporal Traffic State For... | 2022-01-15 | Code |
| 2 | STD-MAE | 22.47 | Yes | Spatial-Temporal-Decoupled Masked Pre-training f... | 2023-12-01 | Code |
| 3 | PM-DMNet(R) | 23.22 | No | Pattern-Matching Dynamic Memory Network for Dual... | 2024-08-12 | Code |
| 4 | PM-DMNet(P) | 23.35 | No | Pattern-Matching Dynamic Memory Network for Dual... | 2024-08-12 | Code |
| 5 | PDG2Seq | 23.37 | No | - | - | Code |
| 6 | STG-NRDE | 24.72 | No | Graph Neural Rough Differential Equations for Tr... | 2023-03-20 | Code |
| 7 | STG-NCDE | 24.81 | No | Graph Neural Controlled Differential Equations f... | 2021-12-07 | Code |