| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Long-term Time Series Forecasting | ETTh2 | MSE0.079 | 353 | |
| Long-term forecasting | ETTh2 | MSE0.1784 | 266 | |
| Multivariate Time Series Forecasting | ETTh2 (test) | MSE0.267 | 187 | |
| Long-term time-series forecasting | ETTh2 (test) | MSE0.116 | 135 | |
| Multivariate long-term forecasting | ETTh2 (test) | MSE0.278 | 124 | |
| Univariate long-term forecasting | ETTh2 Univariate (test) | MSE0.115 | 71 | |
| Time Series Forecasting | ETTh2 | MASE1.01 | 66 | |
| Time Series Imputation | ETTh2 (test) | MSE0.0027 | 45 | |
| Time Series Forecasting | ETTh2 (5% train) | MSE0.337 | 34 | |
| Model Selection | ETTh2 | Weighted Kendall's Tau0.474 | 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 | |
| Time Series Forecasting | ETTh2 10% train (test) | MSE0.341 | 23 | |
| Time Series Distillation | ETTh2 | L Component Metric0.326 | 21 | |
| Long-term Time Series Forecasting | ETTh2 | RPD-50.3 | 20 | |
| Multivariate Time Series Forecasting | ETTh2 720 | MSE0.358 | 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 Time Series Forecasting | ETTh2 Horizon 96 (test) | MSE0.271 | 14 | |
| Multivariate long-term forecasting | ETTh2 H=96 | MSE0.273 | 14 | |
| Multivariate Time Series Forecasting | ETTh2 336 | MSE0.329 | 14 | |
| Multivariate Time Series Forecasting | ETTh2 192 | MSE0.309 | 14 | |
| Multivariate Time Series Forecasting | ETTh2 96 | MSE0.259 | 14 |