ETTm1
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Time Series Forecasting | ETTm1 | MSE0.029 | 334 | |
| Time Series Forecasting | ETTm1 (test) | MSE0.19 | 278 | |
| Long-term time-series forecasting | ETTm1 (test) | MSE0.026 | 138 | |
| 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 | |
| Multivariate long-term forecasting | ETTm1 T=96 (test) | MSE0.279 | 39 | |
| Univariate long-term forecasting | ETTm1 Univariate (test) | MSE0.026 | 39 | |
| Multivariate long-term forecasting | ETTm1 v1 (test) | MSE0.316 | 28 | |
| Time Series Forecasting | ETTm1 v1 (test) | MSE0.544 | 24 | |
| Time Series Forecasting | ETTm1 (5% train) | MSE0.361 | 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 | |
| Multi-Task Learning | ETTm1 | Total Loss3.82 | 20 | |
| Multivariate Time Series Forecasting | ETTm1 336 | MSE0.358 | 20 | |
| Multivariate Time Series Forecasting | ETTm1 96 | MSE0.282 | 20 | |
| Long-term forecasting | ETTm1 | MSE0.382 | 18 | |
| Online time series forecasting | ETTm1 (Online evaluation phase) | MASE0.97 | 18 | |
| Time Series Forecasting | ETTm1 100% (test) | MSE0.018 | 16 | |
| Multivariate long-term forecasting | ETTm1 T=720 (test) | MSE0.417 | 15 | |
| Multivariate long-term forecasting | ETTm1 T=336 (test) | MSE0.36 | 15 | |
| Multivariate long-term forecasting | ETTm1 T=192 (test) | MSE0.327 | 15 | |
| Univariate Time Series Forecasting | ETTm1 (test) | MSE0.0139 | 15 |
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