ETT
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Time Series Forecasting | ETTh1 | MSE0.0522 | 836 | |
| Multivariate Forecasting | ETTh1 | MSE0.254 | 830 | |
| Time Series Forecasting | ETTh2 | MSE0.134 | 796 | |
| Multivariate Time-series Forecasting | ETTm1 | MSE0.106 | 686 | |
| Long-term Time Series Forecasting | ETTh1 | MAE0.241 | 575 | |
| Multivariate Time Series Forecasting | ETTm2 | MSE0.1131 | 539 | |
| Time Series Forecasting | ETTm2 | MSE0.105 | 536 | |
| Multivariate long-term forecasting | ETTh1 | MSE0.351 | 472 | |
| Long-term Time Series Forecasting | ETTm1 | MSE0.056 | 461 | |
| Multivariate long-term series forecasting | ETTh2 | MSE0.112 | 445 | |
| Long-term forecasting | ETTm1 | MSE0.0022 | 422 | |
| Long-term forecasting | ETTh1 | MSE0.056 | 409 | |
| Multivariate long-term series forecasting | ETTm1 | MSE0.278 | 383 | |
| Multivariate Forecasting | ETTh2 | MSE0.177 | 359 | |
| Time Series Forecasting | ETTh2 (test) | MSE0.24 | 250 | |
| Multivariate time series forecasting | ETTh2 | MSE0.1641 | 198 | |
| Time Series Forecasting | ETTm2 (test) | MSE0.143 | 186 | |
| Time Series Imputation | ETTm1 | MSE0.002 | 159 | |
| Multivariate long-term forecasting | ETTm1 (test) | MSE0.166 | 151 | |
| Time Series Imputation | ETTm2 | MSE0.003 | 125 | |
| Time Series Imputation | ETTh2 | MSE0.003 | 108 | |
| Time Series Forecasting | ETTh1 | MSE0.399 | 105 | |
| Time Series Forecasting | ETTh2 | MSE0.119 | 88 | |
| Time Series Forecasting | ETTm2 (5% train) | MSE0.169 | 84 | |
| Time-series forecasting | ETTh2 | MAE0.336 | 75 |
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