ETTh1
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Time Series Forecasting | ETTh1 (test) | MSE0.292 | 262 | |
| Long-term time-series forecasting | ETTh1 (test) | MSE0.053 | 221 | |
| Multivariate Time Series Forecasting | ETTh1 (test) | MSE0.343 | 134 | |
| Time Series Imputation | ETTh1 | MSE0.037 | 86 | |
| Multivariate Long-term Forecasting | ETTh1 (test) | MSE0.358 | 77 | |
| Univariate long-term forecasting | ETTh1 Univariate (test) | MSE0.052 | 71 | |
| 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 Imputation | ETTh1 (test) | MSE0.0017 | 32 | |
| Univariate Forecasting | ETTh1 v1 (test) | MSE0.039 | 30 | |
| Time Series Forecasting | ETTh1 | CRPS0.258 | 20 | |
| Online time series forecasting | ETTh1 (Online evaluation phase) | MASE0.79 | 18 | |
| Time Series Forecasting | ETTh1 Horizon 720 (test) | MSE0.492 | 17 | |
| Time Series Forecasting | ETTh1 Horizon 96 (test) | MSE0.352 | 17 | |
| Multivariate Time Series Forecasting | ETTh1 standard (test) | MSE0.367 | 17 | |
| Time Series Imputation | ETTh1 v1 (test) | MSE0.024 | 16 | |
| Long-term Time Series Forecasting | ETTh1 conventional (test) | CMSE0.361 | 16 | |
| Multivariate long-term forecasting | ETTh1 T=336 (test) | MSE0.436 | 15 | |
| Conditional Generation | ETTh1 | WAPE15.2 | 13 | |
| Time Series Forecasting | ETTh1 | ProbMAE0.503 | 12 | |
| Time Series Forecasting | ETTh1 5% (train) | MSE0.426 | 12 | |
| Time Series Forecasting | ETTh1 (test) | NLL1.759 | 12 | |
| Time Series Forecasting | ETTh1 1440 | MSE0.616 | 11 |
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