Multivariate Time Series Forecasting on Weather
0.087MSEPatchTST
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PatchTSTFL=24, Protocol=Representation Learning2023.06 | 0.087 | — | |
| CI-TSMixer-BestFL=24, Protocol=Representation Learning2023.06 | 0.088 | — | |
| PatchTSTFL=48, Protocol=Representation Learning2023.06 | 0.113 | — | |
| CI-TSMixer-BestFL=48, Protocol=Representation Learning2023.06 | 0.114 | — | |
| TimesFMHorizon=24, Input sequence length=96, Training strategy=Separately trained for each horizon2026.05 | 0.119 | 0.145 | |
| FSAHorizon=24, Input sequence length=96, Training strategy=Once-trained (autoregressive step size 3)2026.05 | 0.12 | 0.159 | |
| PatchTSTHorizon=24, Input sequence length=96, Training strategy=Separately trained for each horizon2026.05 | 0.121 | 0.16 | |
| TimesFM2.5Horizon=24, Input sequence length=96, Training strategy=Separately trained for each horizon2026.05 | 0.123 | 0.156 | |
| ChronosHorizon=24, Input sequence length=96, Training strategy=Separately trained for each horizon2026.05 | 0.123 | 0.155 | |
| KoopaForecast length (H)=48, Lookback length (T)=962025.06 | 0.126 | 0.168 | |
| AltTSPrediction Horizon=962026.02 | 0.144 | 0.195 | |
| PathformerInput Length (H)=336, Prediction Length (F)=962024.02 | 0.144 | 0.184 | |
| DeepEDMPrediction Length=96, Lookback Setting=search2025.06 | 0.145 | 0.183 | |
| CI-TSMixer-BestPrediction Length=962023.06 | 0.146 | 0.197 | |
| OLinearPrediction Horizon=962026.02 | 0.147 | 0.188 | |
| TimeMixerPrediction Length=96, Lookback Setting=search2025.06 | 0.147 | 0.197 | |
| GG-SSMHorizon=962024.12 | 0.1473 | 0.1956 | |
| PatchTSTHorizon (H)=96, Lookback Window (L)=336, Method Category=Self-supervised, Training Protocol=Standard2024.02 | 0.148 | 0.196 | |
| PatchTSTPrediction Length=962023.06 | 0.149 | 0.198 | |
| PatchTSTPrediction Length=96, Lookback Setting=search2025.06 | 0.149 | 0.198 | |
| PatchTSTPrediction Horizon=962026.02 | 0.15 | 0.205 | |
| TimeBasePrediction Horizon=962026.02 | 0.151 | 0.204 | |
| PathformerInput Length (H)=192, Prediction Length (F)=962024.02 | 0.152 | 0.189 | |
| PathformerInput Length (H)=192, Prediction Length (F)=962024.02 | 0.152 | 0.189 | |
| FRESCO (mix)Horizon=96, Lookback window=962026.06 | 0.153 | 0.232 | |
| GPHTHorizon (H)=96, Lookback Window (L)=336, Method Category=Ours, Training Protocol=Fine-tuned2024.02 | 0.154 | 0.196 | |
| HPMixerHorizon=962026.02 | 0.154 | 0.202 | |
| FRESCO (plain)Horizon=96, Lookback window=962026.06 | 0.155 | 0.235 | |
| TimeXerHorizon=962026.02 | 0.157 | 0.205 | |
| CycleNet/MLPPrediction Length=96, Look-back length (L)=962024.09 | 0.158 | 0.203 | |
| CrossformerHorizon=962024.12 | 0.158 | 0.23 | |
| CrossformerPrediction Length=962025.12 | 0.158 | 0.23 | |
| N-HITSInput Length (H)=336, Prediction Length (F)=962024.02 | 0.158 | 0.195 | |
| CycleNet/MLPHorizon=962026.02 | 0.158 | 0.203 | |
| PatchTSTInput Length (H)=192, Prediction Length (F)=962024.02 | 0.16 | 0.205 | |
| SimpleTMHorizon=962026.02 | 0.162 | 0.207 | |
| S-MambaHorizon=962024.12 | 0.165 | 0.21 | |
| DB2-TransFPrediction Length=962025.12 | 0.165 | 0.21 | |
| TimeMixerHorizon=962026.02 | 0.165 | 0.212 | |
| SOFTSLookback window length=96, Prediction length=962024.04 | 0.166 | 0.208 | |
| iTransformerPrediction Horizon=962026.02 | 0.168 | 0.218 | |
| TimesFM2.5Horizon=48, Input sequence length=96, Training strategy=Separately trained for each horizon2026.05 | 0.168 | 0.206 | |
| DLinearPrediction Horizon=962026.02 | 0.17 | 0.229 | |
| RLinearPrediction Horizon=962026.02 | 0.171 | 0.223 | |
| TimesNetHorizon=962024.12 | 0.172 | 0.22 | |
| TimesNetPrediction Length=962025.12 | 0.172 | 0.22 | |
| TimesNetPrediction Length=96, Lookback Setting=search2025.06 | 0.172 | 0.22 | |
| TimesNetHorizon=96, Lookback window=962026.06 | 0.172 | 0.22 | |
| iTransformerHorizon=962024.12 | 0.174 | 0.214 | |
| iTransformerPrediction Length=962025.12 | 0.174 | 0.214 | |
| iTransformerHorizon=962026.02 | 0.174 | 0.214 | |
| iTransformerHorizon=96, Lookback window=962026.06 | 0.174 | 0.214 | |
| Li-NetPrediction Length=962026.03 | 0.1757 | 0.2407 | |
| DLinearInput Length (H)=336, Prediction Length (F)=962024.02 | 0.176 | 0.237 | |
| CI-TSMixer-BestFL=168, Protocol=Representation Learning2023.06 | 0.177 | — | |
| PatchTSTHorizon=962024.12 | 0.177 | 0.218 | |
| PatchTSTPrediction Length=962025.12 | 0.177 | 0.218 | |
| PatchTSTHorizon=962026.02 | 0.177 | 0.218 | |
| FSAHorizon=48, Input sequence length=96, Training strategy=Once-trained (autoregressive step size 3)2026.05 | 0.177 | 0.221 | |
| PatchTSTHorizon=96, Lookback window=962026.06 | 0.177 | 0.218 | |
| TimeMixerPrediction Length=962026.03 | 0.1777 | 0.2526 | |
| PatchTSTFL=168, Protocol=Representation Learning2023.06 | 0.178 | — | |
| PatchTSTPrediction Length=962026.03 | 0.179 | 0.2444 | |
| NLinearInput Length (H)=336, Prediction Length (F)=962024.02 | 0.182 | 0.232 | |
| PatchTSTHorizon=48, Input sequence length=96, Training strategy=Separately trained for each horizon2026.05 | 0.184 | 0.223 | |
| PathformerInput Length (H)=48, Prediction Length (F)=962024.02 | 0.188 | 0.223 | |
| PathformerInput Length (H)=48, Prediction Length (F)=962024.02 | 0.188 | 0.223 | |
| PathformerInput Length (H)=336, Prediction Length (F)=1922024.02 | 0.191 | 0.229 | |
| TimesFMHorizon=48, Input sequence length=96, Training strategy=Separately trained for each horizon2026.05 | 0.191 | 0.213 | |
| TFTPrediction Length=962026.03 | 0.1917 | 0.2357 | |
| RLinearHorizon=962024.12 | 0.192 | 0.232 | |
| AltTSPrediction Horizon=1922026.02 | 0.192 | 0.241 | |
| RLinearPrediction Length=962025.12 | 0.192 | 0.232 | |
| OLinearPrediction Horizon=1922026.02 | 0.193 | 0.244 | |
| ChronosHorizon=48, Input sequence length=96, Training strategy=Separately trained for each horizon2026.05 | 0.193 | 0.23 | |
| PatchTSTPrediction Horizon=1922026.02 | 0.194 | 0.242 | |
| TimeBasePrediction Horizon=1922026.02 | 0.195 | 0.248 | |
| DLinearHorizon=962024.12 | 0.196 | 0.255 | |
| DLinearPrediction Length=962025.12 | 0.196 | 0.255 | |
| FRESCO (plain)Horizon=192, Lookback window=962026.06 | 0.196 | 0.277 | |
| FRESCO (mix)Horizon=192, Lookback window=962026.06 | 0.197 | 0.278 | |
| PathformerInput Length (H)=192, Prediction Length (F)=1922024.02 | 0.198 | 0.237 | |
| iTransformerPrediction Length=962026.03 | 0.1988 | 0.24 | |
| HPMixerHorizon=1922026.02 | 0.201 | 0.245 | |
| TiDEHorizon=962024.12 | 0.202 | 0.261 | |
| TiDEPrediction Length=962025.12 | 0.202 | 0.261 | |
| PatchTSTInput Length (H)=192, Prediction Length (F)=1922024.02 | 0.204 | 0.245 | |
| TimeXerHorizon=1922026.02 | 0.204 | 0.247 | |
| CrossformerPrediction Length=1922025.12 | 0.206 | 0.277 | |
| CycleNet/MLPHorizon=1922026.02 | 0.207 | 0.247 | |
| SimpleTMHorizon=1922026.02 | 0.208 | 0.248 | |
| TimeMixerHorizon=1922026.02 | 0.209 | 0.253 | |
| iTransformerPrediction Horizon=1922026.02 | 0.21 | 0.255 | |
| N-HITSInput Length (H)=336, Prediction Length (F)=1922024.02 | 0.211 | 0.247 | |
| interPDNPrediction Length=avg2025.11 | 0.212 | 0.243 | |
| PatchTSTInput Length (H)=48, Prediction Length (F)=962024.02 | 0.212 | 0.243 | |
| TCNPrediction Length=962026.03 | 0.2123 | 0.293 | |
| DLinearPrediction Horizon=1922026.02 | 0.215 | 0.275 | |
| RLinearPrediction Horizon=1922026.02 | 0.216 | 0.26 | |
| MoHETSProtocol=Full-shot, Prediction Horizons=H={96, 192, 336, 720}2026.01 | 0.216 | 0.249 |