| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Traffic speed forecasting | PEMS-BAY (test) | MAE1.12 | 187 | |
| Traffic Forecasting | PEMS-BAY 15min horizon 3 | MAE1.23 | 32 | |
| Traffic Forecasting | PEMS-BAY 60min horizon 12 | MAE1.88 | 31 | |
| Duration-Based Fine-Grained Prediction | PeMS-Bay | MAE2.8 | 30 | |
| Traffic Imputation (Block-MAR) | PEMS-BAY | MAE2.451 | 30 | |
| Traffic Imputation (Cell-MAR) | PEMS-BAY | MAE1.84 | 30 | |
| Graph Time Series Conformal Prediction | PEMS-BAY N=50 | Prediction Width0.94 | 27 | |
| Traffic Forecasting | PEMS-BAY 30min horizon 6 | MAE1.6 | 24 | |
| Time Series Imputation | PEMS-BAY Point missing (test) | MAE0.67 | 21 | |
| Time Series Imputation | PEMS-BAY Block missing (test) | MAE1.05 | 21 | |
| Multivariate time series forecasting | PeMS-Bay Horizon 12 | MAE1.62 | 20 | |
| Traffic Prediction | PeMS-BAY 15 min horizon (test) | MAE1.5 | 18 | |
| Transition-regime coverage prediction | PEMS-BAY (test) | Transition-Regime Coverage81.7 | 16 | |
| Traffic speed prediction | PEMS-BAY Horizon 12 (test) | MAE1.86 | 16 | |
| Traffic speed prediction | PEMS-BAY Horizon 6 (test) | MAE1.59 | 16 | |
| Traffic speed prediction | PEMS-BAY Horizon 3 (test) | MAE1.28 | 16 | |
| Traffic Forecasting | PEMS-Bay | CRPS1.13 | 15 | |
| Multivariate Time Series Forecasting | PEMS-BAY | MAE Horizon 31.26 | 13 | |
| Forecasting | E-PEMS-BAY Horizon 6 | MAE1.475 | 12 | |
| Forecasting | E-PEMS-BAY Horizon 1 | MAE0.916 | 12 | |
| Multivariate Time Series Forecasting | PEMS-BAY | R20.766 | 12 | |
| Multivariate Time Series Forecasting | PEMS-BAY BasicTS+ standard | WAPE3.9 | 12 | |
| Spatiotemporal Traffic Forecasting | PeMS-BAY (test) | G-MAE1.9774 | 12 | |
| Multivariate time series forecasting | PEMS-BAY | MAE @ 31.3 | 12 | |
| Traffic speed prediction | PEMS-BAY 60 min | MAE1.95 | 12 |