| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Multi-variate long-term time series forecasting | Solar | MSE0.139 | 144 | |
| Time Series Forecasting | Solar | MSE0.184 | 106 | |
| Multivariate Time Series Forecasting | Solar | MAE0.032 | 74 | |
| Long-term Time Series Forecasting | Solar | MSE0.153 | 66 | |
| Long-term forecasting | Solar | MSE0.192 | 45 | |
| Time Series Forecasting | Solar | Delta-Cov2.88 | 42 | |
| Time-series forecasting | Solar | R20.974 | 32 | |
| Multivariate Time-series Forecasting | Solar (test) | MAE0.03 | 29 | |
| Forecasting | Solar | MAE0.147 | 28 | |
| Long-term forecasting | Solar (test) | MSE0.192 | 22 | |
| Probabilistic Forecasting | solar | CRPS0.007 | 22 | |
| Time Series Uncertainty Quantification | Solar (test) | Delta Coverage-3.51 | 21 | |
| Deterministic forecasting | Solar TSFM-Bench | MSE0.168 | 21 | |
| Multivariate Conformal Prediction | Solar dy=4 (test) | Coverage100 | 20 | |
| Multivariate Conformal Prediction | Solar dy=2 (test) | Coverage100 | 20 | |
| Long-term Time Series Forecasting | Solar | RPD (%)-76.8 | 20 | |
| Time-series forecasting | Solar | R2 (6h)0.964 | 19 | |
| Time Series Conformal Prediction | Solar 3Y (test) | Delta Covariance-0.031 | 19 | |
| Time series forecasting | solar (test) | CRPS0.358 | 19 | |
| Time Series Forecasting | Solar | Tail AUC0.6585 | 15 | |
| Prediction Interval Estimation | Solar 1Y | Delta Cov-0.185 | 15 | |
| Prediction Interval Estimation | Solar 3Y | Delta Cov-0.331 | 15 | |
| Anomaly Detection | solar | ROC-AUC87.06 | 14 | |
| Anomaly Detection | solar | PR AUC22.9 | 14 | |
| Density Estimation | Solar 0% p_miss Few-sample (n=300) | MMD0.177 | 14 |