Multivariate Time Series Forecasting on ETTm2 (test)
0.178MSEAutoCon
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AutoConInput length=96, Prediction length=962024.02 | 0.178 | 0.26 | |
| SEG-MOEPrediction Horizon=Avg2026.01 | 0.257 | 0.308 | |
| TimeMixer++2026.02 | 0.269 | — | |
| OLinear2026.02 | 0.27 | — | |
| TimeMixer2026.02 | 0.275 | — | |
| StretchTime2026.02 | 0.276 | — | |
| FredformerLook-back length=96, Avg prediction length=96, 192, 336, 7202024.06 | 0.279 | 0.324 | |
| TimeMixerInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.279 | 0.324 | |
| FilterTSInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.279 | 0.323 | |
| CALFInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.28 | 0.321 | |
| PatchTSTLook-back length=96, Avg prediction length=96, 192, 336, 7202024.06 | 0.281 | 0.326 | |
| LangTimeInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.284 | 0.321 | |
| TimeSqueezeInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.284 | 0.332 | |
| TimeKANInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.285 | 0.331 | |
| RLinearLook-back length=96, Avg prediction length=96, 192, 336, 7202024.06 | 0.286 | 0.327 | |
| Time-FFMInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.286 | 0.332 | |
| HDMixerInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.286 | 0.331 | |
| EntroPEInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.286 | 0.335 | |
| SOFTSLookback window length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2024.04 | 0.287 | 0.33 | |
| PatchTSTLookback window length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2024.04 | 0.287 | 0.33 | |
| RoPE2026.02 | 0.287 | — | |
| iTransformerLook-back length=96, Avg prediction length=96, 192, 336, 7202024.06 | 0.288 | 0.332 | |
| iTransformerLookback window length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2024.04 | 0.288 | 0.332 | |
| iTransformer2026.02 | 0.288 | — | |
| iTransformerInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.288 | 0.332 | |
| TSMixerLookback window length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2024.04 | 0.289 | 0.333 | |
| PatchTST2026.02 | 0.29 | — | |
| PatchTSTInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.29 | 0.334 | |
| TimeBaseInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.29 | 0.332 | |
| TimesNetLook-back length=96, Avg prediction length=96, 192, 336, 7202024.06 | 0.291 | 0.333 | |
| TimesNetLookback window length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2024.04 | 0.291 | 0.333 | |
| TimesNet2026.02 | 0.291 | — | |
| TimesNetInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.291 | 0.333 | |
| FEDformerLook-back length=96, Avg prediction length=96, 192, 336, 7202024.06 | 0.305 | 0.349 | |
| FEDformerLookback window length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2024.04 | 0.305 | 0.349 | |
| FEDformerInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.305 | 0.349 | |
| StationaryLook-back length=96, Avg prediction length=96, 192, 336, 7202024.06 | 0.306 | 0.347 | |
| StationaryLookback window length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2024.04 | 0.306 | 0.347 | |
| AutoformerLook-back length=96, Avg prediction length=96, 192, 336, 7202024.06 | 0.327 | 0.371 | |
| AutoformerInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.327 | 0.371 | |
| DLinearLook-back length=96, Avg prediction length=96, 192, 336, 7202024.06 | 0.35 | 0.401 | |
| DLinearLookback window length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2024.04 | 0.35 | 0.401 | |
| DLinear2026.02 | 0.354 | — | |
| DLinearInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.354 | 0.402 | |
| TiDELook-back length=96, Avg prediction length=96, 192, 336, 7202024.06 | 0.358 | 0.404 | |
| TiDELookback window length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2024.04 | 0.358 | 0.404 | |
| SCINetLook-back length=96, Avg prediction length=96, 192, 336, 7202024.06 | 0.571 | 0.537 | |
| SCINetLookback window length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2024.04 | 0.571 | 0.537 | |
| LightTSInput length=96, Prediction length=7202024.02 | 0.675 | 0.587 | |
| CrossformerLook-back length=96, Avg prediction length=96, 192, 336, 7202024.06 | 0.757 | 0.61 | |
| CrossformerLookback window length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2024.04 | 0.757 | 0.61 |