Time Series Forecasting on Synth synthetic sigma=0.3 12-variable
0.378MSECrossformer + DropoutTS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Crossformer + DropoutTSInput length=96, DropoutTS=true2026.01 | 0.378 | 0.464 | |
| CrossformerInput length=96, DropoutTS=false2026.01 | 0.439 | 0.495 | |
| Informer + DropoutTSInput length=96, DropoutTS=true2026.01 | 0.507 | 0.577 | |
| PatchTST + DropoutTSInput length=96, DropoutTS=true2026.01 | 0.543 | 0.564 | |
| iTransformer + DropoutTSInput length=96, DropoutTS=true2026.01 | 0.548 | 0.56 | |
| TimeMixer + DropoutTSInput length=96, DropoutTS=true2026.01 | 0.551 | 0.561 | |
| TimeMixerInput length=96, DropoutTS=false2026.01 | 0.553 | 0.565 | |
| iTransformerInput length=96, DropoutTS=false2026.01 | 0.554 | 0.566 | |
| PatchTSTInput length=96, DropoutTS=false2026.01 | 0.571 | 0.58 | |
| TimesNet + DropoutTSInput length=96, DropoutTS=true2026.01 | 0.821 | 0.73 | |
| TimesNetInput length=96, DropoutTS=false2026.01 | 0.847 | 0.743 | |
| InformerInput length=96, DropoutTS=false2026.01 | 0.978 | 0.78 |