Traffic Forecasting on METR-LA 120 minutes (test)
14.63RMSESTAEformer
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| STAEformerNumber of Parameters=1,404K2025.05 | 14.63 | 5.82 | 11.87 | |
| AGCRNNumber of Parameters=749K2025.05 | 14.77 | 6.33 | 14.05 | |
| VAR2025.05 | 14.83 | 8.9 | 16.54 | |
| Mixed Graph Algorithm UnrollingNumber of Parameters=38K2025.05 | 15.19 | 7.14 | 16.44 | |
| SimpleTMNumber of Parameters=540K2025.05 | 15.44 | 7.64 | 12.27 | |
| STIDNumber of Parameters=123K2025.05 | 15.48 | 6.98 | 16.78 | |
| GMANNumber of Parameters=210K2025.05 | 15.53 | 7.59 | 14.7 | |
| STSGCNNumber of Parameters=3,496K2025.05 | 15.74 | 6.84 | 15.33 | |
| STGCNNumber of Parameters=321K, prediction_mode=recursive2025.05 | 16.92 | 8.11 | 17.69 | |
| PDFormerNumber of Parameters=531K2025.05 | 17.27 | 9.55 | 19.1 | |
| PatchSTGNumber of Parameters=2,283K, variant=ablated2025.05 | 17.39 | 7.73 | 16.48 | |
| GraphWaveNetNumber of Parameters=277K2025.05 | 23.13 | 11.32 | 13.53 | |
| ST-WaveNumber of Parameters=883K2025.05 | 23.18 | 11.22 | 12.71 |