ECL
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Time Series Forecasting | ECL | MAE0.22 | 345 | |
| Long-term Time Series Forecasting | ECL | MSE0.126 | 163 | |
| Multivariate long-term forecasting | ECL | MSE0.121 | 120 | |
| Time Series Forecasting | ECL (test) | MSE0.114 | 113 | |
| Long-term time-series forecasting | ECL (test) | MSE0.133 | 90 | |
| Multivariate Time Series Forecasting | ECL | MSE0.118 | 89 | |
| Multivariate Time Series Forecasting | ECL (test) | MSE0.13 | 81 | |
| Time Series Imputation | ECL | MSE0.0005 | 75 | |
| Long-term forecasting | ECL | MSE0.156 | 55 | |
| Adversarial Transfer Attack | ECL | MSE Degradation (%)-0.13 | 45 | |
| Time Series Forecasting | ECL | MASE0.64 | 41 | |
| Probabilistic forecasting | ECL | Q-Risk0.2169 | 40 | |
| Time-series Forecasting | ECL | RMSE0.1383 | 36 | |
| multivariate-to-univariate forecasting | ECL | MSE0.232 | 25 | |
| Time Series Forecasting | ECL | MSE0.149 | 24 | |
| Long-term forecasting | ECL T=192 | MSE0.119 | 24 | |
| Long-term Multivariate Forecasting | ECL horizon 96 (test) | MSE0.125 | 22 | |
| Time Series Forecasting | ECL | Inference Time0.064 | 19 | |
| Long-term forecasting | ECL T=720 | MSE0.188 | 19 | |
| Online time series forecasting | ECL (Online evaluation phase) | MASE0.64 | 18 | |
| Time Series Forecasting | ECL | MSE (Horizon 24)3.834 | 15 | |
| Multivariate Time Series Forecasting | ECL In-Distribution | MAE0.24 | 13 | |
| Long-term Multivariate Time Series Forecasting | ECL (test) | MSE0.164 | 13 | |
| Multivariable long-term time series forecasting | ECL v1 (test) | MSE0.122 | 12 | |
| Time Series Forecasting | ECL H=96 (test) | MAE0.193 | 11 |
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