Traffic Prediction On Largest
评估指标
CA MAE
GBA MAE
GLA MAE
SD MAE
评测结果
各个模型在此基准测试上的表现结果
模型名称 | CA MAE | GBA MAE | GLA MAE | SD MAE | Paper Title | Repository |
|---|---|---|---|---|---|---|
| PatchSTG | 17.35 | 19.50 | 18.96 | 16.90 | Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective | - |
| GWNET | 21.72 | 20.91 | 21.20 | 17.74 | Graph WaveNet for Deep Spatial-Temporal Graph Modeling | |
| RPMixer | 25.07 | 27.77 | 27.87 | 25.25 | RPMixer: Shaking Up Time Series Forecasting with Random Projections for Large Spatial-Temporal Data | - |
| STWave | 19.69 | 20.81 | 20.96 | 18.22 | When Spatio-Temporal Meet Wavelets: Disentangled Traffic Forecasting via Efficient Spectral Graph Attention Networks | |
| STID | 18.41 | 20.22 | 19.76 | 17.86 | Spatial-Temporal Identity: A Simple yet Effective Baseline for Multivariate Time Series Forecasting | |
| STGODE | 20.77 | 21.79 | 21.49 | 19.55 | Spatial-Temporal Graph ODE Networks for Traffic Flow Forecasting |
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