| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Traffic speed forecasting | PEMS-BAY (test) | MAE1.21 | 98 | |
| Traffic Forecasting | PEMS-BAY 15min horizon 3 | MAE1.23 | 25 | |
| Traffic Forecasting | PEMS-BAY 60min horizon 12 | MAE1.88 | 24 | |
| 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 | |
| Traffic Prediction | PeMS-BAY 15 min horizon (test) | MAE1.5 | 18 | |
| 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 | |
| Multivariate Time Series Forecasting | PEMS-BAY | MAE Horizon 31.26 | 13 | |
| 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 | |
| Spatiotemporal forecasting | PEMS-BAY (test) | MAE (Horizon 3)1.16 | 11 | |
| Traffic Forecasting | PeMS-BAY (test) | G-MAE2.8324 | 11 | |
| Multi-step traffic speed forecasting | PEMS-BAY | MAE (15 min)1.3 | 10 | |
| Spatio-temporal forecasting | PEMS-BAY (test) | MAE1.56 | 9 | |
| Traffic Speed Prediction | PEMS-BAY | RMSE (15 min)2.74 | 6 | |
| Traffic Speed Forecasting | PEMS-BAY 30 min (test) | MAE1.63 | 6 | |
| Traffic Speed Forecasting | PEMS-BAY 15 min (test) | MAE1.3 | 6 | |
| Traffic speed prediction | PEMS-BAY 30 min | MAE1.69 | 6 | |
| Traffic Prediction | PeMS-BAY 30 min horizon (test) | MAE2.03 | 4 | |
| Traffic Forecasting | PEMS-Bay Short-term (12 -> 12avg) | MAE1.68 | 2 |