| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Multivariate long-term forecasting | Electricity | MSE0.128 | 183 | |
| Multivariate long-term series forecasting | Electricity (test) | MSE0.121 | 166 | |
| Time Series Forecasting | Electricity | MSE0.046 | 161 | |
| Multivariate Time Series Forecasting | Electricity | MSE0.129 | 150 | |
| Long-term Time Series Forecasting | Electricity | MSE0.133 | 103 | |
| Multivariate Forecasting | Electricity | MSE0.0883 | 100 | |
| Long-term forecasting | Electricity (test) | MSE0.137 | 79 | |
| Time Series Forecasting | Electricity | MSE0.136 | 77 | |
| Time series forecasting | electricity (test) | MSE0.13 | 72 | |
| Forecasting | Electricity (test) | MAE0.1754 | 64 | |
| Long-term forecasting | Electricity | MSE0.127 | 50 | |
| Multivariate long-term time series forecasting | Electricity Multivariate (test) | MSE0.129 | 44 | |
| Probabilistic Forecasting | electricity | CRPS0.026 | 38 | |
| Multivariate long-term time series forecasting | Electricity | MSE0.129 | 36 | |
| Multivariate Time Series Forecasting | Electricity (test) | RSE0.0864 | 36 | |
| Time-series forecasting | Electricity | R20.994 | 32 | |
| Multivariate Time-series Forecasting | Electricity | MAE0.0253 | 32 | |
| Multivariate Long-term Time Series Forecasting | Electricity | MSE0.129 | 32 | |
| Short-term Time Series Forecasting | Electricity (test) | RSE0.074 | 32 | |
| Spatial-temporal Forecasting | Electricity (test) | MAPE (%)7.69 | 30 | |
| Univariate long-term forecasting | Electricity | MSE0.154 | 28 | |
| Multivariate Time Series Forecasting | Electricity full (test) | MSE0.201 | 28 | |
| Classification | electricity | Mean Test Error Rate0.0665 | 27 | |
| Long-sequence time-series forecasting | Electricity | MAE19.7892 | 24 | |
| Multivariate time series prediction | Electricity | MSE0.128 | 24 |