Time Series Forecasting on Synth sigma=0.7 12-variable synthetic
0.379MSECrossformer + DropoutTS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Crossformer + DropoutTSInput length=96, DropoutTS=true2026.01 | 0.379 | 0.438 | |
| CrossformerInput length=96, DropoutTS=false2026.01 | 0.411 | 0.481 | |
| Informer + DropoutTSInput length=96, DropoutTS=true2026.01 | 0.471 | 0.558 | |
| TimeMixer + DropoutTSInput length=96, DropoutTS=true2026.01 | 0.548 | 0.564 | |
| iTransformer + DropoutTSInput length=96, DropoutTS=true2026.01 | 0.549 | 0.572 | |
| TimeMixerInput length=96, DropoutTS=false2026.01 | 0.552 | 0.567 | |
| iTransformerInput length=96, DropoutTS=false2026.01 | 0.556 | 0.578 | |
| PatchTST + DropoutTSInput length=96, DropoutTS=true2026.01 | 0.561 | 0.577 | |
| PatchTSTInput length=96, DropoutTS=false2026.01 | 0.571 | 0.584 | |
| TimesNet + DropoutTSInput length=96, DropoutTS=true2026.01 | 0.763 | 0.707 | |
| TimesNetInput length=96, DropoutTS=false2026.01 | 0.785 | 0.721 | |
| InformerInput length=96, DropoutTS=false2026.01 | 0.841 | 0.726 |