Time Series Forecasting on Synth 12-variable synthetic (sigma=0.1)
0.386MSECrossformer + DropoutTS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Crossformer + DropoutTSInput length=96, Prediction horizons={96, 192, 336, 720}, DropoutTS=true2026.01 | 0.386 | 0.471 | |
| CrossformerInput length=96, Prediction horizons={96, 192, 336, 720}, DropoutTS=false2026.01 | 0.45 | 0.502 | |
| Informer + DropoutTSInput length=96, Prediction horizons={96, 192, 336, 720}, DropoutTS=true2026.01 | 0.514 | 0.581 | |
| iTransformer + DropoutTSInput length=96, Prediction horizons={96, 192, 336, 720}, DropoutTS=true2026.01 | 0.519 | 0.541 | |
| iTransformerInput length=96, Prediction horizons={96, 192, 336, 720}, DropoutTS=false2026.01 | 0.523 | 0.544 | |
| PatchTST + DropoutTSInput length=96, Prediction horizons={96, 192, 336, 720}, DropoutTS=true2026.01 | 0.53 | 0.554 | |
| PatchTSTInput length=96, Prediction horizons={96, 192, 336, 720}, DropoutTS=false2026.01 | 0.542 | 0.561 | |
| TimeMixer + DropoutTSInput length=96, Prediction horizons={96, 192, 336, 720}, DropoutTS=true2026.01 | 0.542 | 0.554 | |
| TimeMixerInput length=96, Prediction horizons={96, 192, 336, 720}, DropoutTS=false2026.01 | 0.545 | 0.555 | |
| TimesNet + DropoutTSInput length=96, Prediction horizons={96, 192, 336, 720}, DropoutTS=true2026.01 | 0.848 | 0.739 | |
| TimesNetInput length=96, Prediction horizons={96, 192, 336, 720}, DropoutTS=false2026.01 | 0.902 | 0.763 | |
| InformerInput length=96, Prediction horizons={96, 192, 336, 720}, DropoutTS=false2026.01 | 0.966 | 0.775 |