Multivariate Long-term Time Series Forecasting on Weather
0.143MSEFITS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FITSHorizon=962024.10 | 0.143 | — | |
| FITSHorizon=96, Parameter(720)=41.76K2024.10 | 0.145 | — | |
| PatchTSTHorizon=96, Parameter(720)=6.31M2024.10 | 0.149 | — | |
| PatchTSTHorizon=962024.10 | 0.151 | — | |
| MMFNetHorizon=962024.10 | 0.153 | -0.01 | |
| TimeMixerHorizon=962024.10 | 0.159 | — | |
| MixLinearHorizon=96, Parameter(720)=0.176K2024.10 | 0.17 | — | |
| SparseTSFHorizon=962024.10 | 0.172 | — | |
| TimesNetHorizon=962024.10 | 0.172 | — | |
| SparseTSFHorizon=96, Parameter(720)=0.925K2024.10 | 0.172 | — | |
| TimesNetHorizon=96, Parameter(720)=301.7M2024.10 | 0.172 | — | |
| DLinearHorizon=962024.10 | 0.174 | — | |
| iTransformerHorizon=96, Parameter(720)=7.04M2024.10 | 0.174 | — | |
| DLinearHorizon=96, Parameter(720)=485.3K2024.10 | 0.176 | — | |
| FITSHorizon=1922024.10 | 0.186 | — | |
| FITSHorizon=192, Parameter(720)=41.76K2024.10 | 0.188 | — | |
| MMFNetHorizon=1922024.10 | 0.194 | -0.008 | |
| PatchTSTHorizon=192, Parameter(720)=6.31M2024.10 | 0.194 | — | |
| PatchTSTHorizon=1922024.10 | 0.195 | — | |
| TimeMixerHorizon=1922024.10 | 0.202 | — | |
| MixLinearHorizon=192, Parameter(720)=0.176K2024.10 | 0.212 | — | |
| SparseTSFHorizon=1922024.10 | 0.215 | — | |
| SparseTSFHorizon=192, Parameter(720)=0.925K2024.10 | 0.215 | — | |
| DLinearHorizon=1922024.10 | 0.217 | — | |
| FEDformerHorizon=96, Parameter(720)=17.98M2024.10 | 0.217 | — | |
| DLinearHorizon=192, Parameter(720)=485.3K2024.10 | 0.218 | — | |
| TimesNetHorizon=1922024.10 | 0.219 | — | |
| TimesNetHorizon=192, Parameter(720)=301.7M2024.10 | 0.219 | — | |
| SCINetHorizon=96, Parameter(720)=23.62M2024.10 | 0.221 | — | |
| iTransformerHorizon=192, Parameter(720)=7.04M2024.10 | 0.221 | — | |
| FITSHorizon=3362024.10 | 0.236 | — | |
| FITSHorizon=336, Parameter(720)=41.76K2024.10 | 0.236 | — | |
| MMFNetHorizon=3362024.10 | 0.241 | -0.005 | |
| PatchTSTHorizon=336, Parameter(720)=6.31M2024.10 | 0.245 | — | |
| FEDformerHorizon=962024.10 | 0.246 | — | |
| PatchTSTHorizon=3362024.10 | 0.249 | — | |
| iTransformer2025.12 | 0.253 | — | |
| AdaMamba2025.12 | 0.2538 | — | |
| PatchTST2025.12 | 0.2548 | — | |
| ModernTCN2025.12 | 0.2568 | — | |
| MixLinearHorizon=336, Parameter(720)=0.176K2024.10 | 0.257 | — | |
| SparseTSFHorizon=336, Parameter(720)=0.925K2024.10 | 0.26 | — | |
| SCINetHorizon=192, Parameter(720)=23.62M2024.10 | 0.261 | — | |
| DLinearHorizon=3362024.10 | 0.262 | — | |
| DLinearHorizon=336, Parameter(720)=485.3K2024.10 | 0.262 | — | |
| SparseTSFHorizon=3362024.10 | 0.263 | — | |
| Dlinear2025.12 | 0.2664 | — | |
| FEDformerHorizon=192, Parameter(720)=17.98M2024.10 | 0.276 | — | |
| iTransformerHorizon=336, Parameter(720)=7.04M2024.10 | 0.278 | — | |
| TimesNetHorizon=3362024.10 | 0.28 | — | |
| TimesNetHorizon=336, Parameter(720)=301.7M2024.10 | 0.28 | — | |
| TimeMixerHorizon=3362024.10 | 0.281 | — | |
| FEDformerHorizon=1922024.10 | 0.292 | — | |
| MMFNetHorizon=7202024.10 | 0.302 | 0.005 | |
| FITSHorizon=7202024.10 | 0.307 | — | |
| FITSHorizon=720, Parameter(720)=41.76K2024.10 | 0.308 | — | |
| SCINetHorizon=336, Parameter(720)=23.62M2024.10 | 0.309 | — | |
| PatchTSTHorizon=720, Parameter(720)=6.31M2024.10 | 0.314 | — | |
| SparseTSFHorizon=7202024.10 | 0.318 | — | |
| SparseTSFHorizon=720, Parameter(720)=0.925K2024.10 | 0.318 | — | |
| PatchTSTHorizon=7202024.10 | 0.321 | — | |
| MixLinearHorizon=720, Parameter(720)=0.176K2024.10 | 0.321 | — | |
| DLinearHorizon=720, Parameter(720)=485.3K2024.10 | 0.323 | — | |
| DLinearHorizon=7202024.10 | 0.332 | — | |
| TimeMixerHorizon=7202024.10 | 0.335 | — | |
| FEDformerHorizon=336, Parameter(720)=17.98M2024.10 | 0.339 | — | |
| iTransformerHorizon=720, Parameter(720)=7.04M2024.10 | 0.358 | — | |
| TimesNetHorizon=7202024.10 | 0.365 | — | |
| TimesNetHorizon=720, Parameter(720)=301.7M2024.10 | 0.365 | — | |
| SCINetHorizon=720, Parameter(720)=23.62M2024.10 | 0.377 | — | |
| FEDformerHorizon=3362024.10 | 0.378 | — | |
| FEDformerHorizon=720, Parameter(720)=17.98M2024.10 | 0.403 | — | |
| Informer2025.12 | 0.4273 | — | |
| FEDformerHorizon=7202024.10 | 0.447 | — |