| Paper | Code | SD MAE | GBA MAE | GLA MAE | CA MAE | ModelName | ReleaseDate |
|---|---|---|---|---|---|---|---|
| Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective | ✓ Link | 16.90 | 19.50 | 18.96 | 17.35 | PatchSTG | 2024-12-13 |
| Graph WaveNet for Deep Spatial-Temporal Graph Modeling | ✓ Link | 17.74 | 20.91 | 21.20 | 21.72 | GWNET | 2019-05-31 |
| Spatial-Temporal Identity: A Simple yet Effective Baseline for Multivariate Time Series Forecasting | ✓ Link | 17.86 | 20.22 | 19.76 | 18.41 | STID | 2022-08-10 |
| When Spatio-Temporal Meet Wavelets: Disentangled Traffic Forecasting via Efficient Spectral Graph Attention Networks | ✓ Link | 18.22 | 20.81 | 20.96 | 19.69 | STWave | 2023-07-26 |
| Spatial-Temporal Graph ODE Networks for Traffic Flow Forecasting | ✓ Link | 19.55 | 21.79 | 21.49 | 20.77 | STGODE | 2021-06-24 |
| RPMixer: Shaking Up Time Series Forecasting with Random Projections for Large Spatial-Temporal Data | 25.25 | 27.77 | 27.87 | 25.07 | RPMixer | 2024-02-16 |