| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Multivariate Forecasting | ETTh1 | MSE0.254 | 645 | |
| Time Series Forecasting | ETTh1 | MSE0.0522 | 601 | |
| Time Series Forecasting | ETTh2 | MSE0.134 | 438 | |
| Multivariate Time-series Forecasting | ETTm1 | MSE0.106 | 433 | |
| Time Series Forecasting | ETTm2 | MSE0.105 | 382 | |
| Long-term Time Series Forecasting | ETTh1 | MAE0.241 | 351 | |
| Multivariate long-term forecasting | ETTh1 | MSE0.351 | 344 | |
| Multivariate Forecasting | ETTh2 | MSE0.177 | 341 | |
| Multivariate Time Series Forecasting | ETTm2 | MSE0.131 | 334 | |
| Multivariate long-term series forecasting | ETTh2 | MSE0.112 | 319 | |
| Long-term Time Series Forecasting | ETTm1 | MSE0.056 | 295 | |
| Multivariate long-term series forecasting | ETTm1 | MSE0.283 | 257 | |
| Long-term forecasting | ETTm1 | MSE0.215 | 184 | |
| Long-term forecasting | ETTh1 | MSE0.056 | 179 | |
| Time Series Forecasting | ETTh2 (test) | MSE0.279 | 140 | |
| Multivariate long-term forecasting | ETTm1 (test) | MSE0.166 | 134 | |
| Time Series Imputation | ETTm1 | MSE0.016 | 110 | |
| Time Series Forecasting | ETTm2 (test) | MSE0.164 | 89 | |
| Time Series Imputation | ETTm2 | MSE0.015 | 83 | |
| Multivariate Long-term Time Series Forecasting | ETTm2 | MSE0.16 | 74 | |
| Univariate time-series forecasting | ETTh1 | MSE0.029 | 73 | |
| Univariate long sequence time-series forecasting | ETTh2 | MSE0.031 | 70 | |
| Time Series Imputation | ETTh2 | MSE0.034 | 65 | |
| Multivariate Time-series Forecasting | ETTh2 hourly (test) | MSE0.223 | 62 | |
| Univariate Time Series Forecasting | ETTm2 | MSE0.062 | 58 |