Long-Term Forecasting on Traffic Avg Standard
0.416MSETimeMixer++
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TimeMixer++Lookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.05 | 0.416 | 0.264 | |
| iTransformerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.05 | 0.428 | 0.282 | |
| XCTFormerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M), DeCoP=true2026.05 | 0.435 | 0.287 | |
| LeDDAMLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.05 | 0.467 | 0.294 | |
| TimeMixerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.05 | 0.485 | 0.297 | |
| PatchTSTLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.05 | 0.529 | 0.341 | |
| FEDformerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.05 | 0.609 | 0.376 | |
| TimesNetLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.05 | 0.62 | 0.336 | |
| MTLinearLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.05 | 0.621 | 0.372 | |
| DLinearLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.05 | 0.625 | 0.383 | |
| AutoformerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.05 | 0.628 | 0.379 | |
| CrossformerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.05 | 0.667 | 0.426 | |
| TiDELookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.05 | 0.76 | 0.473 | |
| SCINetLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.05 | 0.804 | 0.509 |