Traffic Speed Forecasting on METR-LA 60 min (test)
3.53MAEGraph WaveNet
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Graph WaveNet2019.05 | 3.53 | 7.37 | 10.01 | |
| DCRNN2019.05 | 3.6 | 7.6 | 10.5 | |
| GGRU2019.05 | 3.64 | 7.65 | 10.62 | |
| FC-LSTM2019.05 | 4.37 | 8.69 | 13.2 | |
| WaveNet2019.05 | 4.45 | 8.93 | 13.62 | |
| STGCN2019.05 | 4.59 | 9.4 | 12.7 | |
| STAEformerNumber of Parameters=1,404K2025.05 | 4.79 | 12.58 | 10.08 | |
| PDFormerNumber of Parameters=531K2025.05 | 4.81 | 12.17 | 10.92 | |
| AGCRNNumber of Parameters=749K2025.05 | 5 | 12.56 | 11.25 | |
| GraphWaveNetNumber of Parameters=277K2025.05 | 5.17 | 12.46 | 11.97 | |
| STSGCNNumber of Parameters=3,496K2025.05 | 5.18 | 12.65 | 11.48 | |
| STIDNumber of Parameters=123K2025.05 | 5.21 | 12.61 | 12.22 | |
| Mixed Graph Algorithm UnrollingNumber of Parameters=38K2025.05 | 5.27 | 12.17 | 11.78 | |
| ST-WaveNumber of Parameters=883K2025.05 | 5.33 | 13.24 | 11.32 | |
| SimpleTMNumber of Parameters=540K2025.05 | 5.49 | 11.96 | 9.65 | |
| PatchSTGNumber of Parameters=2,283K, variant=ablated2025.05 | 5.8 | 14.12 | 12.08 | |
| STGCNNumber of Parameters=321K, prediction_mode=recursive2025.05 | 6.35 | 13.91 | 13.67 | |
| ARIMA2019.05 | 6.9 | 13.23 | 17.4 | |
| GMANNumber of Parameters=210K2025.05 | 6.93 | 14.49 | 13.12 | |
| VAR2025.05 | 6.99 | 12.59 | 13.46 |