Metric: MAE@1h (lower is better)
| # | Model↕ | MAE@1h▲ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | DTRformer | 13.17 | No | Dynamic Trend Fusion Module for Traffic Flow Pre... | 2025-01-18 | Code |
| 2 | HTVGNN | 13.24 | No | A novel hybrid time-varying graph neural network... | 2024-01-17 | - |
| 3 | PM-DMNet(R) | 13.4 | No | Pattern-Matching Dynamic Memory Network for Dual... | 2024-08-12 | Code |
| 4 | STWave | 13.42 | No | - | - | Code |
| 5 | STAEformer | 13.46 | No | STAEformer: Spatio-Temporal Adaptive Embedding M... | 2023-08-21 | Code |
| 6 | Cy2Mixer | 13.53 | No | Enhancing Topological Dependencies in Spatio-Tem... | 2024-01-29 | Code |
| 7 | PM-DMNet(P) | 13.55 | No | Pattern-Matching Dynamic Memory Network for Dual... | 2024-08-12 | Code |
| 8 | PDFormer | 13.58 | No | PDFormer: Propagation Delay-Aware Dynamic Long-R... | 2023-01-19 | Code |
| 9 | PDG2Seq | 13.6 | No | - | - | Code |
| 10 | FasterSTS | 13.6 | No | FasterSTS: A Faster Spatio-Temporal Synchronous ... | 2025-01-01 | Code |
| 11 | CorrSTN | 14.27 | No | A Correlation Information-based Spatiotemporal N... | 2022-05-20 | Code |
| 12 | DDGCRN | 14.4 | No | - | - | Code |