Multivariate Long-term Time Series Forecasting on ETTm2 (Metrics: MSE, Imp.)
0.16MSEMMFNet
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MMFNetHorizon=962024.10 | 0.16 | 0.002 | |
| FITSHorizon=962024.10 | 0.162 | — | |
| PatchTSTHorizon=962024.10 | 0.163 | — | |
| FITSHorizon=96, Parameter(720)=41.76K2024.10 | 0.164 | — | |
| SparseTSFHorizon=962024.10 | 0.165 | — | |
| MixLinearHorizon=96, Parameter(720)=0.176K2024.10 | 0.165 | — | |
| SparseTSFHorizon=96, Parameter(720)=0.925K2024.10 | 0.165 | — | |
| PatchTSTHorizon=96, Parameter(720)=6.31M2024.10 | 0.166 | — | |
| DLinearHorizon=96, Parameter(720)=485.3K2024.10 | 0.167 | — | |
| DLinearHorizon=962024.10 | 0.171 | — | |
| TimeMixerHorizon=962024.10 | 0.176 | — | |
| iTransformerHorizon=96, Parameter(720)=7.04M2024.10 | 0.18 | — | |
| TimesNetHorizon=962024.10 | 0.187 | — | |
| TimesNetHorizon=96, Parameter(720)=301.7M2024.10 | 0.187 | — | |
| FEDformerHorizon=962024.10 | 0.189 | — | |
| FEDformerHorizon=96, Parameter(720)=17.98M2024.10 | 0.203 | — | |
| MMFNetHorizon=1922024.10 | 0.212 | 0.004 | |
| FITSHorizon=1922024.10 | 0.216 | — | |
| FITSHorizon=192, Parameter(720)=41.76K2024.10 | 0.217 | — | |
| SparseTSFHorizon=1922024.10 | 0.218 | — | |
| SparseTSFHorizon=192, Parameter(720)=0.925K2024.10 | 0.218 | — | |
| PatchTSTHorizon=1922024.10 | 0.219 | — | |
| MixLinearHorizon=192, Parameter(720)=0.176K2024.10 | 0.219 | — | |
| DLinearHorizon=192, Parameter(720)=485.3K2024.10 | 0.221 | — | |
| PatchTSTHorizon=192, Parameter(720)=6.31M2024.10 | 0.223 | — | |
| TimeMixerHorizon=1922024.10 | 0.226 | — | |
| DLinearHorizon=1922024.10 | 0.237 | — | |
| TimesNetHorizon=1922024.10 | 0.249 | — | |
| TimesNetHorizon=192, Parameter(720)=301.7M2024.10 | 0.249 | — | |
| iTransformerHorizon=192, Parameter(720)=7.04M2024.10 | 0.25 | — | |
| FEDformerHorizon=1922024.10 | 0.256 | — | |
| MMFNetHorizon=3362024.10 | 0.259 | 0.009 | |
| FITSHorizon=3362024.10 | 0.268 | — | |
| FEDformerHorizon=192, Parameter(720)=17.98M2024.10 | 0.269 | — | |
| MixLinearHorizon=336, Parameter(720)=0.176K2024.10 | 0.269 | — | |
| FITSHorizon=336, Parameter(720)=41.76K2024.10 | 0.269 | — | |
| SparseTSFHorizon=3362024.10 | 0.272 | — | |
| SparseTSFHorizon=336, Parameter(720)=0.925K2024.10 | 0.272 | — | |
| DLinearHorizon=336, Parameter(720)=485.3K2024.10 | 0.274 | — | |
| PatchTSTHorizon=336, Parameter(720)=6.31M2024.10 | 0.274 | — | |
| PatchTSTHorizon=3362024.10 | 0.276 | — | |
| TimeMixerHorizon=3362024.10 | 0.276 | — | |
| AdaMamba2025.12 | 0.2825 | — | |
| SCINetHorizon=96, Parameter(720)=23.62M2024.10 | 0.286 | — | |
| iTransformer2025.12 | 0.2864 | — | |
| DLinearHorizon=3362024.10 | 0.294 | — | |
| PatchTST2025.12 | 0.2988 | — | |
| iTransformerHorizon=336, Parameter(720)=7.04M2024.10 | 0.311 | — | |
| TimesNetHorizon=3362024.10 | 0.321 | — | |
| TimesNetHorizon=336, Parameter(720)=301.7M2024.10 | 0.321 | — | |
| FEDformerHorizon=336, Parameter(720)=17.98M2024.10 | 0.325 | — | |
| FEDformerHorizon=3362024.10 | 0.326 | — | |
| MMFNetHorizon=7202024.10 | 0.327 | 0.021 | |
| FITSHorizon=720, Parameter(720)=41.76K2024.10 | 0.347 | — | |
| FITSHorizon=7202024.10 | 0.348 | — | |
| SparseTSFHorizon=720, Parameter(720)=0.925K2024.10 | 0.35 | — | |
| MixLinearHorizon=720, Parameter(720)=0.176K2024.10 | 0.351 | — | |
| SparseTSFHorizon=7202024.10 | 0.352 | — | |
| PatchTSTHorizon=720, Parameter(720)=6.31M2024.10 | 0.362 | — | |
| PatchTSTHorizon=7202024.10 | 0.368 | — | |
| DLinearHorizon=720, Parameter(720)=485.3K2024.10 | 0.368 | — | |
| TimeMixerHorizon=7202024.10 | 0.372 | — | |
| Dlinear2025.12 | 0.3815 | — | |
| SCINetHorizon=192, Parameter(720)=23.62M2024.10 | 0.399 | — | |
| TimesNetHorizon=7202024.10 | 0.408 | — | |
| TimesNetHorizon=720, Parameter(720)=301.7M2024.10 | 0.408 | — | |
| iTransformerHorizon=720, Parameter(720)=7.04M2024.10 | 0.412 | — | |
| FEDformerHorizon=720, Parameter(720)=17.98M2024.10 | 0.421 | — | |
| DLinearHorizon=7202024.10 | 0.426 | — | |
| FEDformerHorizon=7202024.10 | 0.437 | — | |
| ModernTCN2025.12 | 0.5123 | — | |
| SCINetHorizon=336, Parameter(720)=23.62M2024.10 | 0.637 | — | |
| SCINetHorizon=720, Parameter(720)=23.62M2024.10 | 0.96 | — | |
| Informer2025.12 | 1.4378 | — |