Long-Term Forecasting on Synthetic Avg Standard
0.025MSECrossformer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CrossformerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate-to-Single (MS)2026.05 | 0.025 | 0.124 | |
| XCTFormerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate-to-Single (MS)2026.05 | 0.04 | 0.155 | |
| TimeMixerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate-to-Single (MS)2026.05 | 0.07 | 0.197 | |
| LeDDAMLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate-to-Single (MS)2026.05 | 0.079 | 0.211 | |
| SCINetLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate-to-Single (MS)2026.05 | 0.097 | 0.239 | |
| iTransformerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate-to-Single (MS)2026.05 | 0.254 | 0.39 | |
| PatchTSTLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate-to-Single (MS)2026.05 | 0.277 | 0.408 | |
| TimesNetLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate-to-Single (MS)2026.05 | 0.445 | 0.523 | |
| DLinearLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate-to-Single (MS)2026.05 | 0.48 | 0.559 | |
| MTLinearLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate-to-Single (MS)2026.05 | 1.099 | 0.835 | |
| TiDELookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate-to-Single (MS)2026.05 | 1.196 | 0.893 | |
| AutoformerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate-to-Single (MS)2026.05 | 1.419 | 0.949 | |
| FEDformerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate-to-Single (MS)2026.05 | 2.476 | 1.265 |