ETTh1
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Long-term time-series forecasting | ETTh1 (test) | MSE0.053 | 410 | |
| Time Series Forecasting | ETTh1 (test) | MSE0.292 | 398 | |
| Time Series Imputation | ETTh1 | MSE0.002 | 162 | |
| Multivariate Time Series Forecasting | ETTh1 (test) | MSE0.343 | 160 | |
| Multivariate Long-term Forecasting | ETTh1 (test) | MSE0.358 | 138 | |
| Univariate long-term forecasting | ETTh1 Univariate (test) | MSE0.052 | 71 | |
| Time Series Imputation | ETTh1 (test) | MSE0.0017 | 63 | |
| Multivariate long-term forecasting | ETTh1 T=720 (test) | MSE0.35 | 51 | |
| Multivariate long-term forecasting | ETTh1 T=96 (test) | MSE0.343 | 48 | |
| Univariate Time Series Forecasting | ETTh1 (test) | MSE0.0436 | 39 | |
| Multivariate long-term forecasting | ETTh1 T=192 (test) | MSE0.376 | 37 | |
| Time Series Forecasting | ETTh1 (10% train) | MSE0.359 | 36 | |
| Model Selection | ETTh1 | Weighted Kendall's Tau0.543 | 32 | |
| Time Series Forecasting | ETTh1 5% (train) | MSE0.39 | 32 | |
| Univariate Forecasting | ETTh1 v1 (test) | MSE0.039 | 30 | |
| Long-term Forecasting | ETTh1 v1 (test) | MSE0.373 | 28 | |
| Time Series Forecasting | ETTh1 (test) | MAPE0.0929 | 27 | |
| Time Series Forecasting | ETTh1 Horizon 96 (test) | MSE0.352 | 26 | |
| Multivariate Time Series Forecasting | ETTh1 standard (test) | MSE0.367 | 23 | |
| Forecasting | ETTh1 | MSE0.343 | 22 | |
| Probabilistic Time Series Forecasting | ETTh1 | CRPS0.288 | 21 | |
| Time series forecasting | ETTh1 | MSE-2 | 21 | |
| Time Series Forecasting | ETTh1 5% training data (test) | MSE0.359 | 20 | |
| Time Series Forecasting | ETTh1 | CRPS0.258 | 20 | |
| Multivariate Time Series Forecasting | ETTh1 192 | MSE0.381 | 20 |
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