| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Long-term Time Series Forecasting | Weather | MSE0.045 | 348 | |
| Multivariate long-term series forecasting | Weather | MSE0.143 | 288 | |
| Multivariate Time Series Forecasting | Weather | MSE0.087 | 276 | |
| Multivariate long-term series forecasting | Weather (test) | MSE0.144 | 269 | |
| Time Series Forecasting | Weather | MSE0.009 | 223 | |
| Multivariate Time Series Forecasting | Weather (test) | MSE0.126 | 124 | |
| Time Series Imputation | Weather | MAE0.033 | 120 | |
| Time Series Forecasting | Weather (test) | MSE0.145 | 110 | |
| Long-term time-series forecasting | Weather (test) | MSE0.145 | 103 | |
| Multivariate Forecasting | Weather | MSE0.0706 | 76 | |
| Multivariate Long-term Time Series Forecasting | Weather | MSE0.143 | 74 | |
| Long-term forecasting | Weather | MSE0.14 | 65 | |
| Time Series Forecasting | Weather | MSE0.155 | 50 | |
| Weather forecasting | Weather Rainfall in Australian cities | CI Coverage Error-0.19 | 48 | |
| Time Series Forecasting | Weather | MAE0.0244 | 44 | |
| Alignment | Weather | Align83.22 | 40 | |
| Univariate long sequence time-series forecasting | Weather 1-hour granularity (test) | MSE0.117 | 40 | |
| Univariate Time Series Forecasting | weather | MSE0.0013 | 38 | |
| Univariate long sequence time-series forecasting | Weather | MSE0.12 | 36 | |
| Time Series Imputation | Weather | CRPS0.018 | 32 | |
| Time-series Imputation | Weather | RMSE84.787 | 32 | |
| Time Series Imputation | Weather (test) | MSE0.0002 | 32 | |
| Time Series Forecasting | Weather | MSE0.169 | 32 | |
| Long-term Time Series Forecasting | Weather | MAE10.85 | 28 | |
| Time Series Forecasting | Weather | MAE0.31 | 28 |