| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Long-term Time Series Forecasting | ETTm2 | MSE0.042 | 455 | |
| Long-term forecasting | ETTm2 | MSE0.11 | 350 | |
| Multivariate long-term series forecasting | ETTm2 | MSE0.075 | 301 | |
| Time Series Forecasting | ETTm2 | MSE0.114 | 300 | |
| Multivariate long-term series forecasting | ETTm2 (test) | MSE0.162 | 167 | |
| Long-term time-series forecasting | ETTm2 (test) | MSE0.159 | 134 | |
| Univariate long sequence time-series forecasting | ETTm2 (test) | MAE0.163 | 89 | |
| Time Series Forecasting | ETTm2 | MSE0.0293 | 66 | |
| Univariate Time-series Forecasting | ETTm2 (test) | MSE0.059 | 64 | |
| Multivariate Time Series Forecasting | ETTm2 (test) | MSE0.178 | 51 | |
| Time Series Forecasting | ETTm2 10% train (test) | MSE0.257 | 33 | |
| Long-term Forecasting | ETTm2 10% few-shot | MSE0.129 | 32 | |
| Long-term Forecasting | ETTm2 5% few-shot | MSE0.128 | 32 | |
| Model Selection | ETTm2 | Weighted Kendall's Tau1 | 32 | |
| Long-term forecasting | ETTm2 T=720 | MSE0.351 | 29 | |
| Long-term forecasting | ETTm2 T=192 | MSE0.216 | 29 | |
| Univariate long-term forecasting | ETTm2 | MSE0.063 | 28 | |
| Time Series Forecasting | ETTm2 v1 (test) | MSE0.312 | 24 | |
| Long-term forecasting | ETTm2 T=96 | MSE0.157 | 22 | |
| Time Series Distillation | ETTm2 | Component L Metric0.186 | 21 | |
| Time Series Forecasting | ETTm2 | CRPS0.11 | 20 | |
| Long-term forecasting | ETTm2 T=336 | MSE0.268 | 20 | |
| Multivariate Time Series Forecasting | ETTm2 336 | MSE0.264 | 20 | |
| Forecasting | ETTm2 | MAE0.264 | 18 | |
| Time Series Forecasting | ETTm2 zero-shot transfer from ETTh2 | MSE0.319 | 18 |