Long-Term Forecasting on Electricity (ECL) Standard (Avg)
0.165MSETimeMixer++
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TimeMixer++Lookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.05 | 0.165 | 0.253 | |
| XCTFormerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M), DeCoP=true2026.05 | 0.166 | 0.263 | |
| LeDDAMLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.05 | 0.168 | 0.263 | |
| iTransformerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.05 | 0.178 | 0.27 | |
| TimeMixerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.05 | 0.182 | 0.273 | |
| TimesNetLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.05 | 0.193 | 0.304 | |
| MTLinearLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.05 | 0.198 | 0.283 | |
| FEDformerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.05 | 0.213 | 0.327 | |
| PatchTSTLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.05 | 0.216 | 0.318 | |
| DLinearLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.05 | 0.225 | 0.319 | |
| AutoformerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.05 | 0.227 | 0.364 | |
| CrossformerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.05 | 0.244 | 0.334 | |
| TiDELookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.05 | 0.252 | 0.344 | |
| SCINetLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.05 | 0.268 | 0.365 |