Traffic Forecasting on PEMS03 30 minutes (test)
22.89RMSEPatchSTG
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PatchSTGNumber of Parameters=2,283K, variant=ablated2025.05 | 22.89 | 14.66 | 17.51 | |
| PDFormerNumber of Parameters=531K2025.05 | 23.71 | 15.05 | 18.16 | |
| SimpleTMNumber of Parameters=540K2025.05 | 23.75 | 15.13 | 15.59 | |
| Mixed Graph Algorithm UnrollingNumber of Parameters=38K2025.05 | 25.05 | 15.85 | 16.49 | |
| ST-WaveNumber of Parameters=883K2025.05 | 25.57 | 15.11 | 15.04 | |
| GraphWaveNetNumber of Parameters=277K2025.05 | 25.76 | 15.22 | 16.83 | |
| GMANNumber of Parameters=210K2025.05 | 25.79 | 16.23 | 20.04 | |
| STSGCNNumber of Parameters=3,496K2025.05 | 26.41 | 16.75 | 16.86 | |
| STIDNumber of Parameters=123K2025.05 | 26.5 | 17.27 | 18.59 | |
| AGCRNNumber of Parameters=749K2025.05 | 27.4 | 15.19 | 14.35 | |
| STGCNNumber of Parameters=321K, prediction_mode=recursive2025.05 | 28.06 | 18.24 | 17.76 | |
| VAR2025.05 | 28.07 | 16.53 | 17.49 | |
| STAEformerNumber of Parameters=1,404K2025.05 | 30.22 | 18.85 | 26.62 |