| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Long-term Time Series Forecasting | ETTh2 | MSE0.079 | 461 | |
| Long-term forecasting | ETTh2 | MSE0.1784 | 310 | |
| Long-term time-series forecasting | ETTh2 (test) | MSE0.116 | 216 | |
| Multivariate Time Series Forecasting | ETTh2 (test) | MSE0.267 | 192 | |
| Multivariate long-term forecasting | ETTh2 (test) | MSE0.278 | 137 | |
| Univariate long-term forecasting | ETTh2 Univariate (test) | MSE0.115 | 71 | |
| Time Series Forecasting | ETTh2 | MASE1.01 | 66 | |
| Time Series Forecasting | ETTh2 (5% train) | MSE0.265 | 64 | |
| Time Series Imputation | ETTh2 (test) | MSE0.0027 | 45 | |
| Long-term forecasting | ETTh2 v1 (test) | MSE0.288 | 36 | |
| Model Selection | ETTh2 | Weighted Kendall's Tau0.474 | 32 | |
| Univariate Time Series Forecasting | ETTh2 v1 (test) | MSE0.09 | 32 | |
| Long-term time series forecasting | ETTh2 Average | MSE0.364 | 27 | |
| Time Series Forecasting | ETTh2 | CRPS0.143 | 25 | |
| Time Series Forecasting | ETTh2 v1 (test) | MSE0.416 | 24 | |
| Time Series Forecasting | ETTh2 10% train (test) | MSE0.341 | 23 | |
| Time Series Distillation | ETTh2 | L Component Metric0.326 | 21 | |
| Time-series Forecasting | ETTh2 | MSE0.1572 | 20 | |
| Long-term Time Series Forecasting | ETTh2 | RPD-50.3 | 20 | |
| Multivariate Time Series Forecasting | ETTh2 720 | MSE0.358 | 20 | |
| Online time series forecasting | ETTh2 (Online evaluation phase) | MASE1.01 | 18 | |
| Multivariate long-term forecasting | ETTh2 v1 (test) | MSE0.292 | 18 | |
| Time Series Forecasting | ETTh2 | NMSE0.2837 | 14 | |
| Multivariate Time Series Forecasting | ETTh2 Horizon 96 (test) | MSE0.271 | 14 | |
| Multivariate Time Series Forecasting | ETTh2 v1 (test) | MAE0.234 | 14 |