Multivariate long-term series forecasting on Weather (test)
0.141MSESearchCast
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| SearchCastH=962026.06 | 0.141 | — | — | — | — | — | — | — | — | — | |
| OLSH=962026.06 | 0.141 | — | — | — | — | — | — | — | — | — | |
| FITSH=962026.06 | 0.142 | — | — | — | — | — | — | — | — | — | |
| DLinearH=962026.06 | 0.142 | — | — | — | — | — | — | — | — | — | |
| PatchTSTEvaluation Protocol=Fine-tuning, Prediction Length=962022.11 | 0.144 | 0.193 | — | — | — | — | — | — | — | — | |
| PatchTSTTraining Mode=Fine-tuning, Prediction Horizon=962022.11 | 0.144 | 0.193 | — | — | — | — | — | — | — | — | |
| KOSSPrediction length (T)=962025.12 | 0.144 | 0.173 | — | — | — | — | — | — | — | — | |
| PatchTSTEvaluation Protocol=Fine-tuning, Prediction Length=962022.11 | 0.145 | 0.195 | — | — | — | — | — | — | — | — | |
| PatchTSTH=962026.06 | 0.149 | — | — | — | — | — | — | — | — | — | |
| PENGUINPrediction horizon (H)=96, Look-back length (L)=3362025.08 | 0.15 | 0.202 | — | — | — | — | — | — | — | — | |
| PatchTSTEvaluation Protocol=Supervised, Prediction Length=962022.11 | 0.152 | 0.199 | — | — | — | — | — | — | — | — | |
| PatchTSTTraining Mode=Sup., Prediction Horizon=962022.11 | 0.152 | 0.199 | — | — | — | — | — | — | — | — | |
| PatchTSTEvaluation Protocol=Supervised, Prediction Length=962022.11 | 0.152 | 0.199 | — | — | — | — | — | — | — | — | |
| PatchTSTEvaluation Protocol=Lin. Prob., Prediction Length=962022.11 | 0.158 | 0.209 | — | — | — | — | — | — | — | — | |
| PatchTSTTraining Mode=Lin. Prob., Prediction Horizon=962022.11 | 0.158 | 0.209 | — | — | — | — | — | — | — | — | |
| CrossformerPrediction Length=962024.04 | 0.158 | 0.23 | — | — | — | — | — | — | — | — | |
| Bi-Mamba+Prediction Length=962024.04 | 0.159 | 0.205 | — | — | — | — | — | — | — | — | |
| CATSForecast Horizon=96, Input Length=962024.05 | 0.161 | 0.207 | — | — | — | — | — | — | — | — | |
| CATSHorizon=96, Input Sequence Length=962024.05 | 0.161 | 0.207 | — | — | — | — | — | — | — | — | |
| PatchTSTEvaluation Protocol=Linear Probing, Prediction Length=962022.11 | 0.163 | 0.216 | — | — | — | — | — | — | — | — | |
| TimeMixerForecast Horizon=96, Input Length=962024.05 | 0.163 | 0.209 | — | — | — | — | — | — | — | — | |
| TimeMixerHorizon=96, Input Sequence Length=962024.05 | 0.163 | 0.209 | — | — | — | — | — | — | — | — | |
| TimeMixerH=962026.06 | 0.164 | — | — | — | — | — | — | — | — | — | |
| FiLMPrediction Length (O)=962022.05 | 0.165 | 0.256 | — | — | — | — | — | — | — | — | |
| S-MambaPrediction length (T)=962025.12 | 0.165 | 0.21 | — | — | — | — | — | — | — | — | |
| S-MambaPrediction Length=962024.04 | 0.166 | 0.21 | — | — | — | — | — | — | — | — | |
| DSformerPrediction Length (H)=96, Look-back window (T)=962024.05 | 0.17 | 0.217 | — | — | — | — | — | — | — | — | |
| VCformerPrediction Length (H)=96, Look-back window (T)=962024.05 | 0.171 | 0.22 | — | — | — | — | — | — | — | — | |
| TimesNetPrediction Length (H)=96, Look-back window (T)=962024.05 | 0.172 | 0.22 | — | — | — | — | — | — | — | — | |
| WITRANPrediction Length=962024.04 | 0.172 | 0.22 | — | — | — | — | — | — | — | — | |
| TimesnetForecast Horizon=96, Input Length=962024.05 | 0.172 | 0.22 | — | — | — | — | — | — | — | — | |
| TimesnetHorizon=96, Input Sequence Length=962024.05 | 0.172 | 0.22 | — | — | — | — | — | — | — | — | |
| KOSSPrediction length (T)=7202025.12 | 0.172 | 0.187 | — | — | — | — | — | — | — | — | |
| TimesNetH=962026.06 | 0.172 | — | — | — | — | — | — | — | — | — | |
| iTransformerPrediction Length (H)=96, Look-back window (T)=962024.05 | 0.174 | 0.214 | — | — | — | — | — | — | — | — | |
| iTransformerHorizon (H)=96, SAM Training=false, Publication Year=20242024.02 | 0.174 | — | — | — | — | — | — | — | — | — | |
| iTransformerPrediction Length=962024.04 | 0.174 | 0.214 | — | — | — | — | — | — | — | — | |
| iTransformerH=962026.06 | 0.174 | — | — | — | — | — | — | — | — | — | |
| DLinearPrediction Length=962022.11 | 0.176 | 0.237 | — | — | — | — | — | — | — | — | |
| DLinearPrediction Horizon=962022.11 | 0.176 | 0.237 | — | — | — | — | — | — | — | — | |
| DLinearPrediction Length=962022.11 | 0.176 | 0.237 | — | — | — | — | — | — | — | — | |
| PatchTSTPrediction Length (H)=96, Look-back window (T)=962024.05 | 0.177 | 0.218 | — | — | — | — | — | — | — | — | |
| KoopaPrediction Length (H)=96, Look-back window (T)=962024.05 | 0.177 | 0.226 | — | — | — | — | — | — | — | — | |
| PatchTSTHorizon (H)=96, SAM Training=false, Publication Year=20232024.02 | 0.177 | — | — | — | — | — | — | — | — | — | |
| PatchTSTPrediction Length=962024.04 | 0.178 | 0.219 | — | — | — | — | — | — | — | — | |
| CrossGNNPrediction Length=962024.04 | 0.178 | 0.223 | — | — | — | — | — | — | — | — | |
| SearchCastH=1922026.06 | 0.184 | — | — | — | — | — | — | — | — | — | |
| OLSH=1922026.06 | 0.184 | — | — | — | — | — | — | — | — | — | |
| CrossformerPrediction Length (H)=96, Look-back window (T)=962024.05 | 0.185 | 0.248 | — | — | — | — | — | — | — | — | |
| FITSH=1922026.06 | 0.185 | — | — | — | — | — | — | — | — | — | |
| DLinearH=1922026.06 | 0.185 | — | — | — | — | — | — | — | — | — | |
| TimesNetPrediction Length=962024.04 | 0.186 | 0.237 | — | — | — | — | — | — | — | — | |
| PatchTSTForecast Horizon=96, Input Length=962024.05 | 0.186 | 0.227 | — | — | — | — | — | — | — | — | |
| PatchTSTHorizon=96, Input Sequence Length=962024.05 | 0.186 | 0.227 | — | — | — | — | — | — | — | — | |
| PRformerInput length (L)=720, Prediction length (H)=1922024.08 | 0.188 | 0.233 | — | — | — | — | — | — | — | — | |
| TSMixerHorizon (H)=96, SAM Training=true, Publication Year=20232024.02 | 0.189 | — | — | — | — | — | — | — | — | — | |
| PatchTSTEvaluation Protocol=Fine-tuning, Prediction Length=1922022.11 | 0.19 | 0.236 | — | — | — | — | — | — | — | — | |
| PatchTSTTraining Mode=Fine-tuning, Prediction Horizon=1922022.11 | 0.19 | 0.236 | — | — | — | — | — | — | — | — | |
| PatchTSTEvaluation Protocol=Fine-tuning, Prediction Length=1922022.11 | 0.193 | 0.243 | — | — | — | — | — | — | — | — | |
| KOSSPrediction length (T)=Avg2025.12 | 0.194 | 0.211 | — | — | — | — | — | — | — | — | |
| PatchTSTH=1922026.06 | 0.194 | — | — | — | — | — | — | — | — | — | |
| CrossformerForecast Horizon=96, Input Length=962024.05 | 0.195 | 0.271 | — | — | — | — | — | — | — | — | |
| FiLMForecast Horizon=96, Input Length=962024.05 | 0.195 | 0.236 | — | — | — | — | — | — | — | — | |
| DLinearForecast Horizon=96, Input Length=962024.05 | 0.195 | 0.252 | — | — | — | — | — | — | — | — | |
| CrossformerHorizon=96, Input Sequence Length=962024.05 | 0.195 | 0.271 | — | — | — | — | — | — | — | — | |
| FiLMHorizon=96, Input Sequence Length=962024.05 | 0.195 | 0.236 | — | — | — | — | — | — | — | — | |
| DLinearHorizon=96, Input Sequence Length=962024.05 | 0.195 | 0.252 | — | — | — | — | — | — | — | — | |
| DLinearPrediction Length (H)=96, Look-back window (T)=962024.05 | 0.196 | 0.255 | — | — | — | — | — | — | — | — | |
| DLinearPrediction Length=962024.04 | 0.196 | 0.235 | — | — | — | — | — | — | — | — | |
| PatchTSTEvaluation Protocol=Supervised, Prediction Length=1922022.11 | 0.197 | 0.243 | — | — | — | — | — | — | — | — | |
| PatchTSTTraining Mode=Sup., Prediction Horizon=1922022.11 | 0.197 | 0.243 | — | — | — | — | — | — | — | — | |
| SAMformerHorizon (H)=96, SAM Training=true, Publication Year=20232024.02 | 0.197 | — | — | — | — | — | — | — | — | — | |
| MICNForecast Horizon=96, Input Length=962024.05 | 0.198 | 0.261 | — | — | — | — | — | — | — | — | |
| MICNHorizon=96, Input Sequence Length=962024.05 | 0.198 | 0.261 | — | — | — | — | — | — | — | — | |
| FEDformerPrediction Length (O)=962022.05 | 0.203 | 0.287 | — | — | — | — | — | — | — | — | |
| PatchTSTEvaluation Protocol=Lin. Prob., Prediction Length=1922022.11 | 0.203 | 0.249 | — | — | — | — | — | — | — | — | |
| PatchTSTTraining Mode=Lin. Prob., Prediction Horizon=1922022.11 | 0.203 | 0.249 | — | — | — | — | — | — | — | — | |
| PatchTSTEvaluation Protocol=Linear Probing, Prediction Length=1922022.11 | 0.205 | 0.252 | — | — | — | — | — | — | — | — | |
| StationaryPrediction Length (H)=96, Look-back window (T)=962024.05 | 0.205 | 0.265 | — | — | — | — | — | — | — | — | |
| Bi-Mamba+Prediction Length=1922024.04 | 0.205 | 0.249 | — | — | — | — | — | — | — | — | |
| CrossformerPrediction Length=1922024.04 | 0.206 | 0.277 | — | — | — | — | — | — | — | — | |
| CATSHorizon=192, Input Sequence Length=962024.05 | 0.208 | 0.25 | — | — | — | — | — | — | — | — | |
| TimeMixerHorizon=192, Input Sequence Length=962024.05 | 0.208 | 0.25 | — | — | — | — | — | — | — | — | |
| CrossformerHorizon=192, Input Sequence Length=962024.05 | 0.209 | 0.277 | — | — | — | — | — | — | — | — | |
| TSMixerHorizon (H)=96, SAM Training=false, Publication Year=20232024.02 | 0.214 | — | — | — | — | — | — | — | — | — | |
| S-MambaPrediction length (T)=1922025.12 | 0.214 | 0.252 | — | — | — | — | — | — | — | — | |
| S-MambaPrediction Length=1922024.04 | 0.215 | 0.253 | — | — | — | — | — | — | — | — | |
| SearchCastH=Avg2026.06 | 0.215 | — | — | — | — | — | — | — | — | — | |
| TimeMixerH=1922026.06 | 0.215 | — | — | — | — | — | — | — | — | — | |
| KOSSPrediction length (T)=1922025.12 | 0.216 | 0.234 | — | — | — | — | — | — | — | — | |
| OLSH=Avg2026.06 | 0.217 | — | — | — | — | — | — | — | — | — | |
| FITSH=Avg2026.06 | 0.218 | — | — | — | — | — | — | — | — | — | |
| DLinearH=Avg2026.06 | 0.218 | — | — | — | — | — | — | — | — | — | |
| WITRANPrediction Length=1922024.04 | 0.219 | 0.261 | — | — | — | — | — | — | — | — | |
| TimesnetHorizon=192, Input Sequence Length=962024.05 | 0.219 | 0.261 | — | — | — | — | — | — | — | — | |
| TimesNetH=1922026.06 | 0.219 | — | — | — | — | — | — | — | — | — | |
| DLinearPrediction Length=1922022.11 | 0.22 | 0.282 | — | — | — | — | — | — | — | — | |
| DLinearPrediction Horizon=1922022.11 | 0.22 | 0.282 | — | — | — | — | — | — | — | — | |
| iTransformerPrediction Length (H)=192, Look-back window (T)=962024.05 | 0.221 | 0.254 | — | — | — | — | — | — | — | — | |
| iTransformerHorizon (H)=192, SAM Training=false, Publication Year=20242024.02 | 0.221 | — | — | — | — | — | — | — | — | — |