| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Time-series forecasting | Exchange | MSE0.022 | 176 | |
| Multivariate Time Series Forecasting | Exchange | MAE0.007 | 165 | |
| Multivariate long-term series forecasting | Exchange (test) | MSE0.016 | 145 | |
| Long-term forecasting | Exchange (test) | MAE0.036 | 127 | |
| Multivariate long-term series forecasting | Exchange | MSE0.055 | 90 | |
| Univariate Forecasting | Exchange | MSE0.094 | 70 | |
| Time Series Imputation | Exchange | MSE0.002 | 54 | |
| Long-term Forecasting | Exchange | MSE0.302 | 46 | |
| Univariate Time-series Forecasting | Exchange (test) | MSE0.104 | 38 | |
| Univariate long-term forecasting | Exchange | MSE0.0012 | 28 | |
| Missing Data Imputation | Exchange (test) | MSE0.0009 | 21 | |
| Long-term Time Series Forecasting | Exchange | MSE0.105 | 20 | |
| Time Series Forecasting | Exchange | CRPS0.02 | 20 | |
| Probabilistic Time Series Forecasting | Exchange | CRPS0.019 | 19 | |
| Multivariate long-term forecasting | Exchange v1 (test) | MSE0.083 | 19 | |
| Time series forecasting | exchange (test) | CRPS0.008 | 19 | |
| Imputation | Exchange | MSE0.002 | 12 | |
| Time Series Forecasting | Exchange | Params0.02 | 12 | |
| Probabilistic Forecasting | Exchange ProbTS | CRPS0.04 | 11 | |
| Time Series Forecasting | Exchange standard (test) | MSE0.086 | 11 | |
| Forecasting | Exchange | CRPS0.094 | 11 | |
| Long-term forecasting | Exchange T=720 | MSE0.643 | 10 | |
| Long-term forecasting | Exchange T=336 | MSE0.272 | 10 | |
| Long-term forecasting | Exchange T=192 | MSE0.157 | 10 | |
| Long-term forecasting | Exchange T=96 | MSE0.081 | 10 |