Long-term Time Series Forecasting on Weather
0.045MSEPatchTST
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PatchTSTPrediction length=32023.05 | 0.045 | 0.064 | — | — | |
| CrossformerPrediction length=32023.05 | 0.045 | 0.064 | — | — | |
| SCNNPrediction length=32023.05 | 0.046 | 0.066 | — | — | |
| iTransformerPrediction length=32023.05 | 0.046 | 0.062 | — | — | |
| DLinearPrediction length=32023.05 | 0.048 | 0.074 | — | — | |
| AutoformerPrediction length=32023.05 | 0.054 | 0.087 | — | — | |
| TimesNetPrediction length=32023.05 | 0.055 | 0.091 | — | — | |
| TriformerPrediction length=32023.05 | 0.055 | 0.076 | — | — | |
| SCNNPrediction length=242023.05 | 0.089 | 0.12 | — | — | |
| PatchTSTPrediction length=242023.05 | 0.093 | 0.121 | — | — | |
| CrossformerPrediction length=242023.05 | 0.093 | 0.134 | — | — | |
| TriformerPrediction length=242023.05 | 0.096 | 0.132 | — | — | |
| iTransformerPrediction length=242023.05 | 0.097 | 0.13 | — | — | |
| TimesNetPrediction length=242023.05 | 0.1 | 0.142 | — | — | |
| DLinearPrediction length=242023.05 | 0.109 | 0.209 | — | — | |
| AutoformerPrediction length=242023.05 | 0.119 | 0.167 | — | — | |
| SCNNPrediction length=962023.05 | 0.142 | 0.192 | — | — | |
| FITSHorizon=962024.05 | 0.145 | — | — | — | |
| PatchTSTHorizon=962024.05 | 0.149 | — | — | — | |
| Variable-Invariant Two-Dimensional State Space ModelPrediction Length=962026.03 | 0.15 | 0.201 | — | — | |
| SEEDPrediction Length (T)=962025.12 | 0.151 | 0.198 | — | — | |
| DistilTS_TPrediction Length=962026.01 | 0.152 | 0.205 | — | — | |
| TriformerPrediction length=962023.05 | 0.153 | 0.207 | — | — | |
| CrossformerPrediction length=962023.05 | 0.155 | 0.212 | — | — | |
| FRWKV+Horizon=962026.05 | 0.156 | 0.194 | — | — | |
| TQNetPrediction Length (T)=962025.12 | 0.157 | 0.2 | — | — | |
| CrossformerPrediction Length (T)=96, Input sequence length (L)=962024.03 | 0.158 | 0.23 | — | — | |
| CrossformerForecast length (T)=96, Lookback length (L)=962025.04 | 0.158 | — | — | — | |
| CVAformerForecasting Horizon=96, Input Sequence Length=962026.06 | 0.16 | 0.202 | — | — | |
| TimeGSPrediction Length=96, Input Length=962026.02 | 0.161 | 0.199 | — | — | |
| TimeMoe_SPrediction Length=962026.01 | 0.162 | 0.217 | — | — | |
| PatchTSTPrediction length=962023.05 | 0.163 | 0.207 | — | — | |
| TimeMoe_LPrediction Length=962026.01 | 0.163 | 0.218 | — | — | |
| DUETPrediction Length (T)=962025.12 | 0.163 | 0.202 | — | — | |
| MSGNetPrediction Length (T)=962025.12 | 0.163 | 0.212 | — | — | |
| ms-MambaForecast length (T)=96, Lookback length (L)=962025.04 | 0.163 | — | — | — | |
| TimeMachinePrediction Length (T)=96, Input sequence length (L)=962024.03 | 0.164 | 0.208 | — | — | |
| S-MambaForecast length (T)=96, Lookback length (L)=962025.04 | 0.165 | — | — | — | |
| SOFTSPrediction Length (T)=962025.12 | 0.166 | 0.208 | — | — | |
| MP-FormerHorizon=962026.05 | 0.167 | 0.209 | — | — | |
| iTransformerPrediction length=962023.05 | 0.168 | 0.216 | — | — | |
| DLinearPrediction length=962023.05 | 0.171 | 0.224 | — | — | |
| PatchDecompHorizon (H)=96, Look-back length (L)=5122026.03 | 0.171 | 0.212 | — | — | |
| UniTimeHorizon=962026.05 | 0.171 | 0.214 | — | — | |
| TimesNetHorizon=962024.05 | 0.172 | — | — | — | |
| SparseTSFHorizon=96, w=42024.05 | 0.172 | — | — | — | |
| TimesNetPrediction Length (T)=96, Input sequence length (L)=962024.03 | 0.172 | 0.22 | — | — | |
| DistilTS_LPrediction Length=962026.01 | 0.172 | 0.234 | — | — | |
| TimesNetForecast length (T)=96, Lookback length (L)=962025.04 | 0.172 | — | — | — | |
| TimesNetPrediction length=962023.05 | 0.173 | 0.221 | — | — | |
| StationaryPrediction Length (T)=96, Input sequence length (L)=962024.03 | 0.173 | 0.223 | — | — | |
| Chronos_SPrediction Length=962026.01 | 0.173 | 0.206 | — | — | |
| iTransformerPrediction Length (T)=96, Input sequence length (L)=962024.03 | 0.174 | 0.214 | — | — | |
| iTransformerPrediction Length (T)=962025.12 | 0.174 | 0.214 | — | — | |
| iTransformerForecast length (T)=96, Lookback length (L)=962025.04 | 0.174 | — | — | — | |
| iTransformerHorizon=962026.05 | 0.174 | 0.214 | — | — | |
| DLinearHorizon=962024.05 | 0.176 | — | — | — | |
| DistilTS_TPrediction Length=Avg.2026.01 | 0.176 | 0.224 | — | — | |
| PatchTSTHorizon (H)=96, Look-back length (L)=5122026.03 | 0.176 | 0.198 | — | — | |
| PatchTSTPrediction Length (T)=96, Input sequence length (L)=962024.03 | 0.177 | 0.218 | — | — | |
| PatchTSTForecast length (T)=96, Lookback length (L)=962025.04 | 0.177 | — | — | — | |
| PatchTSTHorizon=962026.05 | 0.177 | 0.218 | — | — | |
| PhaseFormerHorizon=962026.05 | 0.177 | 0.219 | — | — | |
| Chronos_BPrediction Length=962026.01 | 0.178 | 0.21 | — | — | |
| FreTSHorizon=962026.05 | 0.185 | 0.239 | — | — | |
| SCNNPrediction length=1922023.05 | 0.188 | 0.232 | — | — | |
| FITSHorizon=1922024.05 | 0.188 | — | — | — | |
| TimeMoe_SPrediction Length=Avg.2026.01 | 0.188 | 0.241 | — | — | |
| DistilTS_LPrediction Length=Avg.2026.01 | 0.191 | 0.257 | — | — | |
| RLinearPrediction Length (T)=96, Input sequence length (L)=962024.03 | 0.192 | 0.232 | — | — | |
| Chronos_SPrediction Length=Avg.2026.01 | 0.192 | 0.224 | — | — | |
| RLinearForecast length (T)=96, Lookback length (L)=962025.04 | 0.192 | — | — | — | |
| PatchTSTHorizon=1922024.05 | 0.194 | — | — | — | |
| Chronos_LPrediction Length=962026.01 | 0.194 | 0.235 | — | — | |
| PatchTSTPrediction length=1922023.05 | 0.195 | 0.244 | — | — | |
| DLinearPrediction Length (T)=96, Input sequence length (L)=962024.03 | 0.196 | 0.255 | — | — | |
| DLinearForecast length (T)=96, Lookback length (L)=962025.04 | 0.196 | — | — | — | |
| DLinearHorizon=962026.05 | 0.196 | 0.255 | — | — | |
| TimeMoe_LPrediction Length=Avg.2026.01 | 0.199 | 0.25 | — | — | |
| AutoformerPrediction length=962023.05 | 0.201 | 0.242 | — | — | |
| DistilTS_TPrediction Length=1922026.01 | 0.201 | 0.243 | — | — | |
| TiDEPrediction Length (T)=96, Input sequence length (L)=962024.03 | 0.202 | 0.261 | — | — | |
| SEEDPrediction Length (T)=1922025.12 | 0.202 | 0.247 | — | — | |
| TiDEForecast length (T)=96, Lookback length (L)=962025.04 | 0.202 | — | — | — | |
| TriformerPrediction length=1922023.05 | 0.204 | 0.253 | — | — | |
| FRWKV+Horizon=1922026.05 | 0.205 | 0.238 | — | — | |
| TQNetPrediction Length (T)=1922025.12 | 0.206 | 0.245 | — | — | |
| TimeGSPrediction Length=192, Input Length=962026.02 | 0.206 | 0.242 | — | — | |
| CrossformerForecast length (T)=192, Lookback length (L)=962025.04 | 0.206 | — | — | — | |
| MOIRAI_LPrediction Length=962026.01 | 0.21 | 0.235 | — | — | |
| TEMPOHorizon=962023.10 | 0.211 | 0.254 | — | — | |
| TimeMachinePrediction Length (T)=192, Input sequence length (L)=962024.03 | 0.211 | 0.25 | — | — | |
| DistilTS_LPrediction Length=1922026.01 | 0.211 | 0.281 | — | — | |
| DLinearHorizon=962023.10 | 0.212 | 0.275 | — | — | |
| Chronos_SPrediction Length=1922026.01 | 0.212 | 0.242 | — | — | |
| MSGNetPrediction Length (T)=1922025.12 | 0.212 | 0.254 | — | — | |
| iTransformerPrediction length=1922023.05 | 0.213 | 0.258 | — | — | |
| CrossformerPrediction length=1922023.05 | 0.213 | 0.271 | — | — | |
| ms-MambaForecast length (T)=192, Lookback length (L)=962025.04 | 0.213 | — | — | — | |
| DLinearPrediction length=1922023.05 | 0.214 | 0.259 | — | — |