Time Series Forecasting on Synth-12 sigma=0.5 synthetic
0.391MSECrossformer + DropoutTS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Crossformer + DropoutTSInput length=96, DropoutTS=true2026.01 | 0.391 | 0.477 | |
| CrossformerInput length=96, DropoutTS=false2026.01 | 0.431 | 0.492 | |
| Informer + DropoutTSInput length=96, DropoutTS=true2026.01 | 0.494 | 0.571 | |
| TimeMixer + DropoutTSInput length=96, DropoutTS=true2026.01 | 0.553 | 0.566 | |
| iTransformer + DropoutTSInput length=96, DropoutTS=true2026.01 | 0.554 | 0.57 | |
| PatchTST + DropoutTSInput length=96, DropoutTS=true2026.01 | 0.556 | 0.575 | |
| TimeMixerInput length=96, DropoutTS=false2026.01 | 0.558 | 0.57 | |
| iTransformerInput length=96, DropoutTS=false2026.01 | 0.561 | 0.575 | |
| PatchTSTInput length=96, DropoutTS=false2026.01 | 0.573 | 0.584 | |
| TimesNet + DropoutTSInput length=96, DropoutTS=true2026.01 | 0.794 | 0.721 | |
| TimesNetInput length=96, DropoutTS=false2026.01 | 0.816 | 0.729 | |
| InformerInput length=96, DropoutTS=false2026.01 | 0.936 | 0.762 |