Traffic Forecasting on PEMS03 120 minutes (test)
29.88RMSEST-Wave
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ST-WaveNumber of Parameters=883K2025.05 | 29.88 | 17.11 | 17.71 | |
| PatchSTGNumber of Parameters=2,283K, variant=ablated2025.05 | 29.97 | 18.65 | 21.13 | |
| SimpleTMNumber of Parameters=540K2025.05 | 30.58 | 18.73 | 18.18 | |
| GMANNumber of Parameters=210K2025.05 | 30.69 | 19.2 | 26.69 | |
| AGCRNNumber of Parameters=749K2025.05 | 32.79 | 18.72 | 17.03 | |
| Mixed Graph Algorithm UnrollingNumber of Parameters=38K2025.05 | 34.06 | 20.23 | 23.86 | |
| GraphWaveNetNumber of Parameters=277K2025.05 | 34.6 | 21.1 | 22.45 | |
| PDFormerNumber of Parameters=531K2025.05 | 35.77 | 22.25 | 25.01 | |
| VAR2025.05 | 36.65 | 22.4 | 24.64 | |
| STSGCNNumber of Parameters=3,496K2025.05 | 38.04 | 23.86 | 23.62 | |
| STIDNumber of Parameters=123K2025.05 | 42.98 | 28.03 | 42.41 | |
| STAEformerNumber of Parameters=1,404K2025.05 | 48.72 | 31.96 | 44.71 | |
| STGCNNumber of Parameters=321K, prediction_mode=recursive2025.05 | 54.34 | 34.83 | 30.52 |