Multivariate Long-Term Series Forecasting on Weather
0.142MSESeesawNet
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SeesawNetPrediction length (H)=962026.05 | 0.142 | 0.184 | |
| D-PADPrediction Length (H)=96, Input Length (T)=3362024.03 | 0.143 | 0.181 | |
| TimeBridgePrediction length (H)=962026.05 | 0.144 | 0.185 | |
| PDFPrediction length (H)=962026.05 | 0.145 | 0.196 | |
| DLinear + TimeAPNPrediction Length=96, Backbone=DLinear2026.03 | 0.146 | 0.203 | |
| TimePerceiverPrediction Length (H)=96, Input Length (L)=Averaged over {96, 384, 768}2025.12 | 0.147 | 0.199 | |
| DecompKANPrediction Horizon (H)=962026.04 | 0.148 | 0.195 | |
| PatchTST/64Prediction length (T)=962022.11 | 0.149 | 0.198 | |
| PatchTST/64T=962023.04 | 0.149 | 0.198 | |
| PatchTSTPrediction Horizon (H)=962026.04 | 0.149 | 0.198 | |
| CATSPrediction Length (H)=96, Input Length (L)=Averaged over {96, 384, 768}2025.12 | 0.15 | 0.201 | |
| PatchTSTPrediction length (H)=962026.05 | 0.15 | 0.199 | |
| PatchTST/42Prediction length (T)=962022.11 | 0.152 | 0.199 | |
| SANPrediction length (H)=962026.05 | 0.152 | 0.21 | |
| DDNPrediction length (H)=962026.05 | 0.153 | 0.211 | |
| DeformableTSTPrediction Length (H)=96, Input Length (L)=Averaged over {96, 384, 768}2025.12 | 0.155 | 0.203 | |
| S_Mamba + TimeAPNPrediction Length=96, Backbone=S_Mamba2026.03 | 0.155 | 0.22 | |
| CARDPrediction Length (H)=96, Input Length (L)=Averaged over {96, 384, 768}2025.12 | 0.156 | 0.208 | |
| Ada-MSHyperHorizon=962024.10 | 0.157 | 0.195 | |
| N-HiTST=962023.04 | 0.158 | 0.195 | |
| CrossformerHorizon=962024.10 | 0.158 | 0.23 | |
| PatchTSTPrediction Length (H)=96, Input Length (L)=Averaged over {96, 384, 768}2025.12 | 0.158 | 0.207 | |
| CrossGNN*Horizon=962024.10 | 0.159 | 0.218 | |
| KFSPrediction Length (F)=96, Input sequence length=962025.08 | 0.159 | 0.205 | |
| U-mixerPrediction length (H)=962026.05 | 0.159 | 0.197 | |
| N-HITSPrediction Length (H)=96, Input Length (T)=3362024.03 | 0.16 | 0.197 | |
| S-MambaPrediction Length (H)=96, Input Length (L)=Averaged over {96, 384, 768}2025.12 | 0.162 | 0.212 | |
| TimeKANPrediction Horizon (H)=962026.04 | 0.162 | 0.208 | |
| TimeMixer*Horizon=962024.10 | 0.163 | 0.21 | |
| MSGNet*Horizon=962024.10 | 0.163 | 0.212 | |
| iTransformerPrediction length (H)=962026.05 | 0.163 | 0.214 | |
| S_MambaPrediction Length=96, Backbone=S_Mamba2026.03 | 0.165 | 0.21 | |
| LaSTPrediction Length (H)=96, Input Length (T)=3362024.03 | 0.166 | 0.218 | |
| TiDET=962023.04 | 0.166 | 0.222 | |
| iTransformerPrediction Length (H)=96, Input Length (L)=Averaged over {96, 384, 768}2025.12 | 0.166 | 0.214 | |
| PatchTST + TimeAPNPrediction Length=96, Backbone=PatchTST2026.03 | 0.167 | 0.219 | |
| KoopaPrediction Length=962024.09 | 0.169 | 0.198 | |
| TimesNetPrediction Length (H)=96, Input Length (L)=Averaged over {96, 384, 768}2025.12 | 0.169 | 0.221 | |
| Time TrackerModeling Type=Channel-Mixing (CM), Input Length (L)=96, Predicting Length (F)=962025.05 | 0.169 | 0.213 | |
| MSHyper*Horizon=962024.10 | 0.17 | 0.223 | |
| RMoK-BPrediction Horizon (H)=962026.04 | 0.171 | 0.221 | |
| Koopa + FANPrediction Length=962024.09 | 0.172 | 0.214 | |
| TimesNetHorizon=962024.10 | 0.172 | 0.22 | |
| PatchTSTModeling Type=Channel-Independent (CI), Input Length (L)=96, Predicting Length (F)=962025.05 | 0.172 | 0.214 | |
| TimesNetModeling Type=Channel-Independent (CI), Input Length (L)=96, Predicting Length (F)=962025.05 | 0.172 | 0.22 | |
| FEDformer + TimeAPNPrediction Length=96, Backbone=FEDformer2026.03 | 0.173 | 0.249 | |
| TimesNet + FANPrediction Length=962024.09 | 0.174 | 0.223 | |
| iTransformerHorizon=962024.10 | 0.174 | 0.214 | |
| DLinearPrediction Length=96, Backbone=DLinear2026.03 | 0.174 | 0.233 | |
| iTransformerPrediction Horizon (H)=962026.04 | 0.174 | 0.214 | |
| iTransformerModeling Type=Channel-Mixing (CM), Input Length (L)=96, Predicting Length (F)=962025.05 | 0.175 | 0.216 | |
| DLinearPrediction length (T)=962022.11 | 0.176 | 0.237 | |
| DLinearPrediction Length (H)=96, Input Length (T)=3362024.03 | 0.176 | 0.237 | |
| DLinearT=962023.04 | 0.176 | 0.237 | |
| TimerModeling Type=Channel-Independent (CI), Input Length (L)=96, Predicting Length (F)=962025.05 | 0.176 | 0.217 | |
| DLinearPrediction Horizon (H)=962026.04 | 0.176 | 0.237 | |
| PatchTSTHorizon=962024.10 | 0.177 | 0.218 | |
| DLinearPrediction Length (H)=96, Input Length (L)=Averaged over {96, 384, 768}2025.12 | 0.178 | 0.238 | |
| TiDEPrediction Length (H)=96, Input Length (L)=Averaged over {96, 384, 768}2025.12 | 0.183 | 0.238 | |
| PatchTSTPrediction Length=96, Backbone=PatchTST2026.03 | 0.183 | 0.222 | |
| NS-TransformerPrediction length (H)=962026.05 | 0.183 | 0.23 | |
| TimeBridgePrediction length (H)=1922026.05 | 0.186 | 0.227 | |
| D-PADPrediction Length (H)=192, Input Length (T)=3362024.03 | 0.189 | 0.229 | |
| PDFPrediction length (H)=1922026.05 | 0.189 | 0.239 | |
| DLinear + TimeAPNPrediction Length=192, Backbone=DLinear2026.03 | 0.19 | 0.249 | |
| SeesawNetPrediction length (H)=1922026.05 | 0.19 | 0.235 | |
| DecompKANPrediction Horizon (H)=1922026.04 | 0.192 | 0.238 | |
| TimePerceiverPrediction Length (H)=192, Input Length (L)=Averaged over {96, 384, 768}2025.12 | 0.193 | 0.242 | |
| PatchTST/64Prediction length (T)=1922022.11 | 0.194 | 0.241 | |
| PatchTST/64T=1922023.04 | 0.194 | 0.241 | |
| PatchTSTPrediction Horizon (H)=1922026.04 | 0.194 | 0.241 | |
| PatchTSTPrediction length (H)=1922026.05 | 0.195 | 0.241 | |
| DLinearHorizon=962024.10 | 0.196 | 0.255 | |
| SANPrediction length (H)=1922026.05 | 0.196 | 0.253 | |
| PatchTST/42Prediction length (T)=1922022.11 | 0.197 | 0.243 | |
| DLinearModeling Type=Channel-Independent (CI), Input Length (L)=96, Predicting Length (F)=962025.05 | 0.198 | 0.26 | |
| FiLM*Horizon=962024.10 | 0.199 | 0.262 | |
| DDNPrediction length (H)=1922026.05 | 0.2 | 0.259 | |
| U-mixerPrediction length (H)=1922026.05 | 0.203 | 0.239 | |
| LaSTPrediction Length (H)=192, Input Length (T)=3362024.03 | 0.204 | 0.247 | |
| iTransformerPrediction length (H)=1922026.05 | 0.204 | 0.25 | |
| S_Mamba + TimeAPNPrediction Length=192, Backbone=S_Mamba2026.03 | 0.205 | 0.264 | |
| CrossformerHorizon=1922024.10 | 0.206 | 0.277 | |
| N-HITSPrediction Length (H)=192, Input Length (T)=3362024.03 | 0.207 | 0.265 | |
| KFSPrediction Length (F)=192, Input sequence length=962025.08 | 0.207 | 0.249 | |
| TimeKANPrediction Horizon (H)=1922026.04 | 0.207 | 0.249 | |
| TiDET=1922023.04 | 0.209 | 0.263 | |
| N-HiTST=1922023.04 | 0.211 | 0.247 | |
| KoopaPrediction Length=1682024.09 | 0.211 | 0.233 | |
| CrossGNN*Horizon=1922024.10 | 0.211 | 0.266 | |
| TimeMixer*Horizon=1922024.10 | 0.212 | 0.257 | |
| MSGNet*Horizon=1922024.10 | 0.212 | 0.254 | |
| Koopa + FANPrediction Length=1682024.09 | 0.213 | 0.255 | |
| TimesNet + FANPrediction Length=1682024.09 | 0.214 | 0.263 | |
| PatchTST + TimeAPNPrediction Length=192, Backbone=PatchTST2026.03 | 0.214 | 0.264 | |
| S_MambaPrediction Length=192, Backbone=S_Mamba2026.03 | 0.214 | 0.252 | |
| FEDformerHorizon=962024.10 | 0.217 | 0.296 | |
| Ada-MSHyperHorizon=1922024.10 | 0.218 | 0.259 | |
| MSHyper*Horizon=1922024.10 | 0.218 | 0.253 | |
| DLinearPrediction Length=192, Backbone=DLinear2026.03 | 0.218 | 0.278 |