| Paper | Code | 12 steps MAE | 12 steps MAPE | 12 steps RMSE | ModelName | ReleaseDate |
|---|---|---|---|---|---|---|
| Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting | ✓ Link | 18.31 | 7.72 | 31.07 | STD-MAE | 2023-12-01 |
| STAEformer: Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting | ✓ Link | 19.14 | 8.01 | 32.60 | STAEformer | 2023-08-21 |
| Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction | ✓ Link | 19.18 | 7.95 | 33.15 | PM-DMNet(R) | 2024-08-12 |
| Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction | ✓ Link | 19.35 | 8.05 | 33.33 | PM-DMNet(P) | 2024-08-12 |
| A Decomposition Dynamic graph convolutional recurrent network for traffic forecasting | ✓ Link | 19.79 | DDGCRN | 2023-05-01 | ||
| PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction | ✓ Link | 19.832 | PDFormer | 2023-01-19 | ||
| Graph Neural Rough Differential Equations for Traffic Forecasting | ✓ Link | 20.45 | 8.65 | 33.73 | STG-NRDE | 2023-03-20 |
| Graph Neural Controlled Differential Equations for Traffic Forecasting | ✓ Link | 20.53 | 8.8 | 33.84 | STG-NCDE | 2021-12-07 |