| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Long-term Time Series Forecasting | ETTh2 | MSE0.079 | 327 | |
| Multivariate Time Series Forecasting | ETTh2 (test) | MSE0.267 | 171 | |
| Long-term forecasting | ETTh2 | MSE0.1784 | 163 | |
| Long-term time-series forecasting | ETTh2 (test) | MSE0.116 | 92 | |
| Multivariate long-term forecasting | ETTh2 (test) | MSE0.278 | 76 | |
| Univariate long-term forecasting | ETTh2 Univariate (test) | MSE0.115 | 71 | |
| Time Series Forecasting | ETTh2 | MASE1.01 | 52 | |
| Time Series Imputation | ETTh2 (test) | MSE0.0027 | 32 | |
| Univariate Time Series Forecasting | ETTh2 v1 (test) | MSE0.09 | 32 | |
| Time Series Forecasting | ETTh2 | CRPS0.143 | 25 | |
| Time Series Forecasting | ETTh2 v1 (test) | MSE0.416 | 24 | |
| Long-term Time Series Forecasting | ETTh2 | RPD-50.3 | 20 | |
| Long-term forecasting | ETTh2 v1 (test) | MSE0.34 | 20 | |
| Online time series forecasting | ETTh2 (Online evaluation phase) | MASE1.01 | 18 | |
| Multivariate long-term forecasting | ETTh2 v1 (test) | MSE0.292 | 18 | |
| Multivariate long-term forecasting | ETTh2 H=96 | MSE0.273 | 14 | |
| Unpaired time-series imputation | ETTh2 | MSE0.048 | 13 | |
| Time Series Forecasting | ETTh2 | ProbMSE0.488 | 12 | |
| Time Series Forecasting | ETTh2 10% train (test) | MSE0.341 | 12 | |
| Time Series Forecasting | ETTh2 (5% train) | MSE0.337 | 12 | |
| Time Series Forecasting | ETTh2 1800 | MSE0.503 | 11 | |
| Time Series Forecasting | ETTh2 1080 | MSE0.426 | 11 | |
| Long-term forecasting | ETTh2 T=720 | MSE0.342 | 10 | |
| Long-term forecasting | ETTh2 T=336 | MSE0.329 | 10 | |
| Long-term forecasting | ETTh2 T=192 | MSE0.317 | 10 |