Multivariate Time Series Forecasting on Weather (test)
0.126MSEKoopa
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| KoopaForecast Length (H)=48, Lookback Length (T)=962023.05 | 0.126 | 0.168 | — | |
| TimesNetForecast Length (H)=48, Lookback Length (T)=962023.05 | 0.138 | 0.191 | — | |
| PatchTSTForecast Length (H)=48, Lookback Length (T)=962023.05 | 0.14 | 0.179 | — | |
| PatchTSTH=96, MTL regularization=true, Model Type=Univariate2024.06 | 0.148 | — | — | |
| DLinearUH=96, MTL regularization=true, Model Type=Univariate2024.06 | 0.149 | — | — | |
| PatchTSTH=96, MTL regularization=false, Model Type=Univariate2024.06 | 0.149 | — | — | |
| MinusformerInput Length=336, Prediction Length=962024.02 | 0.15 | 0.201 | 9.93 | |
| KoopaForecast Length (H)=96, Lookback Length (T)=1922023.05 | 0.154 | 0.205 | — | |
| TransformerH=96, MTL regularization=true, Model Type=Univariate2024.06 | 0.154 | — | — | |
| DLinearForecast Length (H)=48, Lookback Length (T)=962023.05 | 0.156 | 0.198 | — | |
| MICNForecast Length (H)=48, Lookback Length (T)=962023.05 | 0.157 | 0.217 | — | |
| FiLMForecast Length (H)=48, Lookback Length (T)=962023.05 | 0.16 | 0.206 | — | |
| PatchTSTForecast Length (H)=96, Lookback Length (T)=1922023.05 | 0.16 | 0.206 | — | |
| TransformerH=96, MTL regularization=false, Model Type=Univariate2024.06 | 0.17 | — | — | |
| KoopaForecast Length (H)=144, Lookback Length (T)=2882023.05 | 0.172 | 0.225 | — | |
| PatchTSTForecast Length (H)=144, Lookback Length (T)=2882023.05 | 0.174 | 0.221 | — | |
| iTransformerH=96, MTL regularization=false, Model Type=Multivariate2024.06 | 0.174 | — | — | |
| iTransformerInput Length=96, Prediction Length=962024.02 | 0.174 | 0.214 | — | |
| TimesNetForecast Length (H)=96, Lookback Length (T)=1922023.05 | 0.18 | 0.231 | — | |
| AutoformerForecast Length (H)=48, Lookback Length (T)=962023.05 | 0.185 | 0.24 | — | |
| DLinearForecast Length (H)=96, Lookback Length (T)=1922023.05 | 0.186 | 0.229 | — | |
| MICNForecast Length (H)=96, Lookback Length (T)=1922023.05 | 0.187 | 0.25 | — | |
| FiLMForecast Length (H)=96, Lookback Length (T)=1922023.05 | 0.189 | 0.233 | — | |
| TimesNetForecast Length (H)=144, Lookback Length (T)=2882023.05 | 0.19 | 0.244 | — | |
| PatchTSTH=192, MTL regularization=true, Model Type=Univariate2024.06 | 0.19 | — | — | |
| KoopaForecast Length (H)=192, Lookback Length (T)=3842023.05 | 0.193 | 0.241 | — | |
| PatchTSTH=192, MTL regularization=false, Model Type=Univariate2024.06 | 0.193 | — | — | |
| PatchTSTForecast Length (H)=192, Lookback Length (T)=3842023.05 | 0.195 | 0.243 | — | |
| DLinearUH=96, MTL regularization=false, Model Type=Univariate2024.06 | 0.196 | — | — | |
| DLinearMH=96, MTL regularization=false, Model Type=Multivariate2024.06 | 0.196 | — | — | |
| MICNForecast Length (H)=144, Lookback Length (T)=2882023.05 | 0.197 | 0.257 | — | |
| SAMformerH=96, MTL regularization=false, Model Type=Multivariate2024.06 | 0.197 | — | — | |
| TransformerH=192, MTL regularization=true, Model Type=Univariate2024.06 | 0.198 | — | — | |
| DLinearForecast Length (H)=144, Lookback Length (T)=2882023.05 | 0.199 | 0.244 | — | |
| FiLMForecast Length (H)=144, Lookback Length (T)=2882023.05 | 0.2 | 0.245 | — | |
| KNFForecast Length (H)=48, Lookback Length (T)=962023.05 | 0.201 | 0.288 | — | |
| DLinearUH=192, MTL regularization=true, Model Type=Univariate2024.06 | 0.206 | — | — | |
| TimesNetForecast Length (H)=192, Lookback Length (T)=3842023.05 | 0.212 | 0.265 | — | |
| MICNForecast Length (H)=192, Lookback Length (T)=3842023.05 | 0.214 | 0.27 | — | |
| TransformerH=192, MTL regularization=false, Model Type=Univariate2024.06 | 0.214 | — | — | |
| DLinearForecast Length (H)=192, Lookback Length (T)=3842023.05 | 0.217 | 0.261 | — | |
| FiLMForecast Length (H)=192, Lookback Length (T)=3842023.05 | 0.219 | 0.263 | — | |
| iTransformerH=192, MTL regularization=false, Model Type=Multivariate2024.06 | 0.221 | — | — | |
| SEG-MOEPrediction Horizon=Avg2026.01 | 0.223 | 0.253 | — | |
| TimeMixer++2026.02 | 0.226 | — | — | |
| AutoformerForecast Length (H)=96, Lookback Length (T)=1922023.05 | 0.23 | 0.279 | — | |
| SAMformerH=192, MTL regularization=false, Model Type=Multivariate2024.06 | 0.235 | — | — | |
| DLinearMH=192, MTL regularization=false, Model Type=Multivariate2024.06 | 0.237 | — | — | |
| StretchTime2026.02 | 0.237 | — | — | |
| OLinear2026.02 | 0.237 | — | — | |
| TimeMixer2026.02 | 0.24 | — | — | |
| PatchTSTH=336, MTL regularization=true, Model Type=Univariate2024.06 | 0.242 | — | — | |
| EntroPEInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.242 | 0.273 | — | |
| DLinearUH=192, MTL regularization=false, Model Type=Univariate2024.06 | 0.243 | — | — | |
| TimeSqueezeInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.243 | 0.274 | — | |
| RoPE2026.02 | 0.244 | — | — | |
| TimeKANInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.244 | 0.273 | — | |
| TimeMixerInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.245 | 0.276 | — | |
| ForecastGrapherInput length=96, Output lengths=averaged {96, 192, 336, 720}2024.05 | 0.246 | 0.274 | — | |
| PatchTSTH=336, MTL regularization=false, Model Type=Univariate2024.06 | 0.246 | — | — | |
| FredformerLook-back length=96, Avg prediction length=96, 192, 336, 7202024.06 | 0.246 | 0.272 | — | |
| FourierGNNInput length=96, Output lengths=averaged {96, 192, 336, 720}2024.05 | 0.249 | 0.302 | — | |
| DLinearUH=336, MTL regularization=true, Model Type=Univariate2024.06 | 0.249 | — | — | |
| CALFInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.25 | 0.274 | — | |
| TimesNetInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.251 | 0.294 | — | |
| TimeBaseInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.252 | 0.279 | — | |
| LangTimeInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.252 | 0.273 | — | |
| HDMixerInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.253 | 0.285 | — | |
| FilterTSInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.253 | 0.28 | — | |
| Prime Attn.Prediction Horizon=Avg., Backbone=iTransformer2025.09 | 0.254 | 0.277 | — | |
| SOFTSLookback window length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2024.04 | 0.255 | 0.278 | — | |
| PatchTSTLookback window length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2024.04 | 0.256 | 0.279 | — | |
| TSMixerLookback window length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2024.04 | 0.256 | 0.279 | — | |
| TransformerH=336, MTL regularization=true, Model Type=Univariate2024.06 | 0.258 | — | — | |
| iTransformerLook-back length=96, Avg prediction length=96, 192, 336, 7202024.06 | 0.258 | 0.279 | — | |
| iTransformerLookback window length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2024.04 | 0.258 | 0.278 | — | |
| iTransformer2026.02 | 0.258 | — | — | |
| iTransformerInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.258 | 0.278 | — | |
| LagTSPrediction Horizon=Avg.2025.09 | 0.258 | 0.281 | — | |
| PatchTSTLook-back length=96, Avg prediction length=96, 192, 336, 7202024.06 | 0.259 | 0.281 | — | |
| CrossformerLook-back length=96, Avg prediction length=96, 192, 336, 7202024.06 | 0.259 | 0.315 | — | |
| TimesNetLook-back length=96, Avg prediction length=96, 192, 336, 7202024.06 | 0.259 | 0.287 | — | |
| CrossformerLookback window length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2024.04 | 0.259 | 0.315 | — | |
| TimesNetLookback window length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2024.04 | 0.259 | 0.287 | — | |
| TimesNet2026.02 | 0.259 | — | — | |
| DIFF TransformerPrediction Horizon=Avg.2025.09 | 0.259 | 0.28 | — | |
| TransformerH=336, MTL regularization=false, Model Type=Univariate2024.06 | 0.26 | — | — | |
| LIFTPrediction Horizon=Avg.2025.09 | 0.26 | 0.282 | — | |
| DLinearLook-back length=96, Avg prediction length=96, 192, 336, 7202024.06 | 0.265 | 0.317 | — | |
| DLinearLookback window length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2024.04 | 0.265 | 0.317 | — | |
| PatchTST2026.02 | 0.265 | — | — | |
| DLinear2026.02 | 0.265 | — | — | |
| DLinearInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.265 | 0.315 | — | |
| PatchTSTInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.265 | 0.285 | — | |
| AutoformerForecast Length (H)=144, Lookback Length (T)=2882023.05 | 0.268 | 0.308 | — | |
| StemGNNInput length=96, Output lengths=averaged {96, 192, 336, 720}2024.05 | 0.268 | 0.321 | — | |
| Time-FFMInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.27 | 0.288 | — | |
| TiDELook-back length=96, Avg prediction length=96, 192, 336, 7202024.06 | 0.271 | 0.32 | — | |
| TiDELookback window length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2024.04 | 0.271 | 0.32 | — | |
| RLinearLook-back length=96, Avg prediction length=96, 192, 336, 7202024.06 | 0.272 | 0.291 | — |