| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Traffic Forecasting | METR-LA | MAE0.311 | 415 | |
| Traffic speed forecasting | METR-LA (test) | MAE2.39 | 252 | |
| 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 | |
| Duration-Based Fine-Grained Prediction | METR-LA | MAE5.22 | 30 | |
| Traffic Imputation (Sensor-kriging) | METR-LA | MAE6.946 | 30 | |
| Traffic Imputation (Block-MAR) | METR-LA | MAE3.376 | 30 | |
| Traffic Imputation (Cell-MAR) | METR-LA | MAE2.775 | 30 | |
| Spatio-temporal forecasting | METR-LA (20% test) | MAE2.73 | 30 | |
| Traffic Speed Forecasting | METR-LA 30 min (test) | MAE3.011 | 29 | |
| Graph Time Series Conformal Prediction | METR-LA N=20 | Prediction Width1.21 | 27 | |
| Traffic Forecasting | METR-LA Horizon 12 | MAE3.17 | 27 | |
| 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 Speed Forecasting | METR-LA 60 min (test) | MAE3.53 | 20 | |
| Traffic Forecasting | METR-LA Full (test) | MAE2.73 | 18 | |
| Traffic Speed Forecasting | METR-LA 15 min (test) | MAE2.203 | 18 | |
| Transition-regime coverage prediction | METR-LA (test) | Transition-regime Coverage84.5 | 16 | |
| 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 Forecasting | METR-LA | CRPS2.23 | 15 | |
| Spatial Interpolation | METR-LA (test) | MAE6.015 | 14 |