| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Traffic speed forecasting | METR-LA (test) | MAE2.56 | 195 | |
| Traffic Forecasting | METR-LA | MAE0.311 | 127 | |
| Traffic Forecasting | METR-LA 30min horizon 6 | MAE0.066 | 44 | |
| Time-series forecasting | Metr-la | Avg R289.5 | 39 | |
| Multivariate Time Series Forecasting | METR-LA (test) | MAE0.05 | 36 | |
| Time Series Imputation | METR-LA Point missing (test) | MAE1.9 | 21 | |
| Traffic Forecasting | METR-LA Horizon 12 (60 min) (test) | MAE3.34 | 20 | |
| Traffic Forecasting | METR-LA Horizon 3 (15 min) (test) | MAE2.65 | 20 | |
| Traffic Forecasting | METR-LA Full (test) | MAE2.73 | 18 | |
| Traffic speed prediction | METR-LA Horizon 12 (test) | MAE3.44 | 16 | |
| Traffic speed prediction | METR-LA Horizon 6 (test) | MAE2.99 | 16 | |
| Traffic speed prediction | METR-LA Horizon 3 (test) | MAE2.62 | 16 | |
| Traffic Speed Forecasting | METR-LA 30 min (test) | MAE3.011 | 16 | |
| Spatial Interpolation | METR-LA (test) | MAE6.015 | 14 | |
| Multivariate Time Series Forecasting | METR-LA BasicTS+ standard | WAPE8.48 | 12 | |
| Spatiotemporal Graph Imputation | METR-LA Block missing (test) | MAE1.98 | 12 | |
| Multi-step short-term forecasting | METR-LA T=12 | MAE0.08 | 11 | |
| Multi-step short-term forecasting | METR-LA T=9 | MAE0.076 | 11 | |
| Multi-step short-term forecasting | METR-LA T=3 | MAE0.05 | 11 | |
| Multi-step forecasting | METR-LA 15min | MAE2.56 | 10 | |
| Time Series Imputation | METR-LA Block missing (test) | MAE2.03 | 9 | |
| Multi-step forecasting | METR-LA 1hour | MAE3.43 | 9 | |
| Node features regression | METR-LA (test) | MAE2.77 | 8 | |
| Traffic Speed Forecasting | METR-LA 60 min (test) | MAE3.53 | 7 | |
| Traffic Speed Forecasting | METR-LA 15 min (test) | MAE2.69 | 7 |