Time Series Forecasting on Synth-12 sigma=0.9
0.36MSECrossformer + DropoutTS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Crossformer + DropoutTSInput length=96, DropoutTS=true2026.01 | 0.36 | 0.457 | |
| CrossformerInput length=96, DropoutTS=false2026.01 | 0.409 | 0.479 | |
| Informer + DropoutTSInput length=96, DropoutTS=true2026.01 | 0.464 | 0.55 | |
| TimeMixer + DropoutTSInput length=96, DropoutTS=true2026.01 | 0.531 | 0.557 | |
| iTransformer + DropoutTSInput length=96, DropoutTS=true2026.01 | 0.532 | 0.568 | |
| iTransformerInput length=96, DropoutTS=false2026.01 | 0.535 | 0.57 | |
| TimeMixerInput length=96, DropoutTS=false2026.01 | 0.536 | 0.56 | |
| PatchTST + DropoutTSInput length=96, DropoutTS=true2026.01 | 0.541 | 0.571 | |
| PatchTSTInput length=96, DropoutTS=false2026.01 | 0.552 | 0.575 | |
| TimesNet + DropoutTSInput length=96, DropoutTS=true2026.01 | 0.717 | 0.689 | |
| TimesNetInput length=96, DropoutTS=false2026.01 | 0.742 | 0.701 | |
| InformerInput length=96, DropoutTS=false2026.01 | 0.828 | 0.716 |