| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Long-term Time Series Forecasting | ETTm2 | MSE0.042 | 305 | |
| Multivariate long-term series forecasting | ETTm2 | MSE0.075 | 175 | |
| Long-term forecasting | ETTm2 | MSE0.11 | 174 | |
| Multivariate long-term series forecasting | ETTm2 (test) | MSE0.162 | 150 | |
| Univariate long sequence time-series forecasting | ETTm2 (test) | MAE0.163 | 89 | |
| Univariate Time-series Forecasting | ETTm2 (test) | MSE0.059 | 64 | |
| Multivariate Time Series Forecasting | ETTm2 (test) | MSE0.178 | 35 | |
| Univariate long-term forecasting | ETTm2 | MSE0.063 | 28 | |
| Time Series Forecasting | ETTm2 v1 (test) | MSE0.312 | 24 | |
| Time Series Forecasting | ETTm2 | CRPS0.11 | 20 | |
| Multivariate long-term forecasting | ETTm2 v1 (test) | MSE0.174 | 18 | |
| Long-term time-series forecasting | ETTm2 (test) | MSE0.164 | 17 | |
| Time Series Forecasting | ETTm2 10% train (test) | MSE0.257 | 12 | |
| Long-term multivariate forecasting | ETTm2 Full-shot (test) | MSE0.256 | 11 | |
| Probabilistic Time Series Forecasting | ETTm2 Irregular (test) | Average NCRPS0.43 | 11 | |
| Probabilistic Time Series Forecasting | ETTm2 Regular (test) | Avg NCRPS0.429 | 11 | |
| Time Series Forecasting | ETTm2 1800 | MSE0.435 | 11 | |
| Time Series Forecasting | ETTm2 1440 | MSE0.413 | 11 | |
| Time Series Forecasting | ETTm2 1080 | MSE0.404 | 11 | |
| Uni-variate long-term time series forecasting | ETTm2 uni-variate (average) | MSE0.203 | 11 | |
| Long-term forecasting | ETTm2 T=720 | MSE0.356 | 10 | |
| Long-term forecasting | ETTm2 T=336 | MSE0.27 | 10 | |
| Long-term forecasting | ETTm2 T=192 | MSE0.221 | 10 | |
| Long-term forecasting | ETTm2 T=96 | MSE0.164 | 10 | |
| Time Series Forecasting | ETTm2 zero-shot transfer from ETTh2 | MSE0.319 | 10 |