| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Multivariate Forecasting | ETTh1 | MSE0.254 | 909 | |
| Time Series Forecasting | ETTh1 | MSE0.039 | 869 | |
| Time Series Forecasting | ETTh2 | MSE0.134 | 796 | |
| Multivariate Time-series Forecasting | ETTm1 | MSE0.106 | 742 | |
| Long-term Time Series Forecasting | ETTh1 | MAE0.241 | 600 | |
| Multivariate Time Series Forecasting | ETTm2 | MSE0.1131 | 593 | |
| Time Series Forecasting | ETTm2 | MSE0.105 | 552 | |
| Multivariate long-term forecasting | ETTh1 | MSE0.351 | 509 | |
| Long-term forecasting | ETTh1 | MSE0.056 | 500 | |
| Multivariate long-term series forecasting | ETTh2 | MSE0.112 | 470 | |
| Long-term Time Series Forecasting | ETTm1 | MSE0.056 | 463 | |
| Long-term forecasting | ETTm1 | MSE0.0022 | 452 | |
| Multivariate long-term series forecasting | ETTm1 | MSE0.278 | 404 | |
| Multivariate Forecasting | ETTh2 | MSE0.177 | 359 | |
| Time Series Forecasting | ETTh2 (test) | MSE0.24 | 314 | |
| Time Series Forecasting | ETTm2 (test) | MSE0.143 | 298 | |
| Multivariate time series forecasting | ETTh2 | MSE0.1641 | 219 | |
| Multivariate long-term forecasting | ETTm1 (test) | MSE0.166 | 196 | |
| Time Series Imputation | ETTm1 | MSE0.002 | 177 | |
| Time Series Forecasting | ETTh1 | MSE0.367 | 145 | |
| Time Series Imputation | ETTm2 | MSE0.003 | 143 | |
| Time Series Imputation | ETTh2 | MSE0.003 | 126 | |
| Time Series Forecasting | ETTh2 | MSE0.035 | 106 | |
| Time Series Forecasting | ETTm2 (5% train) | MSE0.169 | 84 | |
| Time Series Forecasting | ETTh2 | MSE0.089 | 80 |