ETTm1
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Time Series Forecasting | ETTm1 | MSE0.029 | 363 | |
| Time Series Forecasting | ETTm1 (test) | MSE0.19 | 315 | |
| Long-term time-series forecasting | ETTm1 (test) | MSE0.026 | 199 | |
| Time Series Forecasting | ETTm1 | MAE0.359 | 87 | |
| Multivariate Time Series Forecasting | ETTm1 (test) | MSE0.315 | 83 | |
| Univariate time-series forecasting | ETTm1 | MSE0.019 | 65 | |
| Time-series forecasting | ETTm1 few-shot 10% data | MSE0.41 | 54 | |
| Time Series Forecasting | ETTm1 (5% train) | MSE0.314 | 52 | |
| Multivariate long-term forecasting | ETTm1 T=96 (test) | MSE0.279 | 39 | |
| Univariate long-term forecasting | ETTm1 Univariate (test) | MSE0.026 | 39 | |
| Time Series Forecasting | ETTm1 v1 (test) | MSE0.313 | 32 | |
| Long-term forecasting | ETTm1 T=720 | MSE0.39 | 29 | |
| Multivariate long-term forecasting | ETTm1 (Avg) | MSE0.336 | 29 | |
| Multivariate long-term forecasting | ETTm1 v1 (test) | MSE0.316 | 28 | |
| Long-term forecasting | ETTm1 T=96 | MSE0.27 | 22 | |
| Time Series Distillation | ETTm1 | L Metric0.343 | 21 | |
| Time Series Forecasting | ETTm1 zero-shot transfer from ETTh1 | MSE0.749 | 21 | |
| Long-term forecasting | ETTm1 v1 (test) | MSE0.356 | 21 | |
| Time Series Forecasting | ETTm1 5% train (test) | MSE0.343 | 20 | |
| Time Series Forecasting | ETTm1 10% (train) | MSE0.36 | 20 | |
| Multi-Task Learning | ETTm1 | Total Loss3.82 | 20 | |
| Long-term forecasting | ETTm1 T=336 | MSE0.358 | 20 | |
| Long-term forecasting | ETTm1 T=192 | MSE0.322 | 20 | |
| Multivariate Time Series Forecasting | ETTm1 336 | MSE0.358 | 20 | |
| Multivariate Time Series Forecasting | ETTm1 96 | MSE0.282 | 20 |
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