Metric: 12 Steps MAE (lower is better)
| # | Model↕ | 12 Steps MAE▲ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | STD-MAE | 17.8 | Yes | Spatial-Temporal-Decoupled Masked Pre-training f... | 2023-12-01 | Code |
| 2 | HTVGNN | 17.99 | No | A novel hybrid time-varying graph neural network... | 2024-01-17 | - |
| 3 | DTRformer | 18 | No | Dynamic Trend Fusion Module for Traffic Flow Pre... | 2025-01-18 | Code |
| 4 | Cy2Mixer | 18.14 | No | Enhancing Topological Dependencies in Spatio-Tem... | 2024-01-29 | Code |
| 5 | STAEformer | 18.22 | No | STAEformer: Spatio-Temporal Adaptive Embedding M... | 2023-08-21 | Code |
| 6 | PDG2Seq | 18.24 | No | - | - | Code |
| 7 | PDFormer | 18.32 | Yes | PDFormer: Propagation Delay-Aware Dynamic Long-R... | 2023-01-19 | Code |
| 8 | DDGCRN | 18.45 | No | - | - | Code |
| 9 | FasterSTS | 18.49 | No | FasterSTS: A Faster Spatio-Temporal Synchronous ... | 2025-01-01 | Code |
| 10 | IDCN | 19.33 | Yes | - | - | - |
| 11 | AGCRN | 19.83 | Yes | Adaptive Graph Convolutional Recurrent Network f... | 2020-07-06 | Code |