| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Time-series forecasting | Exchange | MSE0.022 | 199 | |
| Multivariate Time Series Forecasting | Exchange | MAE0.007 | 181 | |
| Multivariate long-term series forecasting | Exchange (test) | MSE0.016 | 146 | |
| Long-term forecasting | Exchange (test) | MAE0.036 | 135 | |
| Multivariate long-term series forecasting | Exchange | MSE0.055 | 108 | |
| Long-term Time Series Forecasting | Exchange | MSE0.08 | 79 | |
| Univariate Forecasting | Exchange | MSE0.094 | 70 | |
| Long-term Forecasting | Exchange | MSE0.15 | 64 | |
| Time Series Imputation | Exchange | MSE0.002 | 54 | |
| Univariate Time-series Forecasting | Exchange (test) | MSE0.064 | 46 | |
| Time Series Forecasting | Exchange | Delta-Covariance-3.28 | 42 | |
| Model Selection | Exchange | Weighted Kendall's Tau0.536 | 32 | |
| Univariate long-term forecasting | Exchange | MSE0.0012 | 28 | |
| Time-series forecasting | Exchange | MSE0.102 | 27 | |
| Long-term Forecasting | Exchange 10% few-shot | MSE0.084 | 24 | |
| Probabilistic Time Series Forecasting | Exchange | CRPS0.019 | 23 | |
| Time Series Uncertainty Quantification | Exchange (test) | Delta-Cov-1.22 | 21 | |
| Missing Data Imputation | Exchange (test) | MSE0.0009 | 21 | |
| Time Series Forecasting | Exchange | CRPS0.02 | 20 | |
| Time Series Forecasting | Exchange | Inference Time0.21 | 19 | |
| Multivariate long-term forecasting | Exchange v1 (test) | MSE0.083 | 19 | |
| Time series forecasting | exchange (test) | CRPS0.008 | 19 | |
| Forecasting | Exchange | MAE0.196 | 18 | |
| Long-term Forecasting | Exchange 5% few-shot | MSE0.1 | 16 | |
| Probabilistic Time Series Forecasting | Exchange | CRPS0.065 | 12 |