Traffic Speed Forecasting on METR-LA 30 min (test)
3.011MAEStemGNN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| StemGNN2021.03 | 3.011 | 6.03 | 8.23 | |
| Graph WaveNet2019.05 | 3.07 | 6.22 | 8.37 | |
| Graph WaveNet2021.03 | 3.07 | 6.22 | 8.4 | |
| GGRU2019.05 | 3.12 | 6.36 | 8.56 | |
| DeepState2021.03 | 3.13 | 6.16 | 8.31 | |
| DCRNN2019.05 | 3.15 | 6.45 | 8.8 | |
| DCRNN2021.03 | 3.15 | 6.45 | 8.8 | |
| DeepGLO2021.03 | 3.36 | 6.42 | 8.33 | |
| SFM2021.03 | 3.37 | 6.68 | 9.62 | |
| STGCN2019.05 | 3.47 | 7.24 | 9.57 | |
| STGCN2021.03 | 3.47 | 7.24 | 9.6 | |
| WaveNet2019.05 | 3.59 | 7.28 | 10.25 | |
| N-BEATS2021.03 | 3.62 | 7.01 | 9.12 | |
| STAEformerNumber of Parameters=1,404K2025.05 | 3.73 | 10.16 | 8.25 | |
| FC-LSTM2019.05 | 3.77 | 7.23 | 10.9 | |
| FC-LSTM2021.03 | 3.77 | 7.23 | 10.9 | |
| AGCRNNumber of Parameters=749K2025.05 | 3.82 | 10.11 | 8.61 | |
| PDFormerNumber of Parameters=531K2025.05 | 3.89 | 10.21 | 8.5 | |
| PatchSTGNumber of Parameters=2,283K, variant=ablated2025.05 | 3.89 | 10.24 | 9.02 | |
| STSGCNNumber of Parameters=3,496K2025.05 | 4.05 | 10.25 | 9.18 | |
| STIDNumber of Parameters=123K2025.05 | 4.05 | 10.21 | 9.47 | |
| Mixed Graph Algorithm UnrollingNumber of Parameters=38K2025.05 | 4.05 | 10.06 | 9.23 | |
| ST-WaveNumber of Parameters=883K2025.05 | 4.11 | 10.81 | 9.16 | |
| SimpleTMNumber of Parameters=540K2025.05 | 4.12 | 8.76 | 7.63 | |
| STGCNNumber of Parameters=321K, prediction_mode=recursive2025.05 | 5.08 | 11.26 | 10.93 | |
| ARIMA2019.05 | 5.15 | 10.45 | 12.7 | |
| GraphWaveNetNumber of Parameters=277K2025.05 | 5.18 | 11.42 | 8.21 | |
| GMANNumber of Parameters=210K2025.05 | 5.34 | 11.97 | 10.66 | |
| VAR2025.05 | 5.55 | 10.72 | 11.29 |