| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Multivariate time series prediction | PEMS03 | MSE0.06 | 111 | |
| Time Series Forecasting | PEMS03 | MSE0.066 | 82 | |
| Traffic Flow Forecasting | PEMS03 (test) | MAE14.32 | 49 | |
| Spatial-temporal Time Series Forecasting | PEMS03 | MAE13.8 | 35 | |
| Backdoor Attack | PEMS03 | Mc20.17 | 20 | |
| Time-series Imputation | PEMS03 (test) | MSE0.022 | 11 | |
| Short-term Forecasting | PEMS03 (test) | MSE0.087 | 11 | |
| Multivariate Forecasting | PEMS03 prediction length 96 (test) | MSE0.164 | 11 | |
| Multivariate Forecasting | PEMS03 prediction length 48 (test) | MSE0.125 | 11 | |
| Multivariate Forecasting | PEMS03 prediction length 24 (test) | MSE0.085 | 11 | |
| Multivariate Forecasting | PEMS03 prediction length 12 (test) | MSE0.066 | 11 | |
| Spatiotemporal Forecasting | PEMS03 Horizon 12 (test) | MAE15.88 | 8 | |
| Traffic flow forecasting | PeMS03 | RMSE27.84 | 7 | |
| Time Series Forecasting | pems03 | 0.5-Risk Accuracy20.28 | 6 |