Time-series forecasting on Weather (MAE, MSE)
0.167MAECaDRe
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CaDReLength=482025.01 | 0.167 | 0.125 | |
| iTransformerLength=482025.01 | 0.179 | 0.14 | |
| PatchTSTLength=482025.01 | 0.188 | 0.148 | |
| TimesNetLength=482025.01 | 0.191 | 0.138 | |
| N-TransformerLength=482025.01 | 0.195 | 0.143 | |
| DLinearLength=482025.01 | 0.198 | 0.156 | |
| CaDReLength=962025.01 | 0.203 | 0.157 | |
| STAIRHorizon=962026.05 | 0.208 | 0.163 | |
| TimeMixerHorizon=962026.05 | 0.209 | 0.163 | |
| iTransformerHorizon=962026.05 | 0.214 | 0.174 | |
| iTransformerLength=962025.01 | 0.214 | 0.168 | |
| DLinear+FANLength=482025.01 | 0.217 | 0.158 | |
| PatchTSTHorizon=962026.05 | 0.218 | 0.177 | |
| InformerLength=482025.01 | 0.218 | 0.177 | |
| TimesNetHorizon=962026.05 | 0.22 | 0.172 | |
| CaDReLength=1442025.01 | 0.225 | 0.18 | |
| iTransformerLength=1442025.01 | 0.225 | 0.172 | |
| PatchTSTLength=962025.01 | 0.226 | 0.187 | |
| STNP2026.05 | 0.227 | 0.185 | |
| STNP2026.05 | 0.227 | 0.185 | |
| DLinearLength=962025.01 | 0.229 | 0.186 | |
| CrossformerHorizon=962026.05 | 0.23 | 0.158 | |
| TimesNetLength=962025.01 | 0.231 | 0.18 | |
| iTransformerLength=1922025.01 | 0.241 | 0.193 | |
| PatchTSTLength=1442025.01 | 0.242 | 0.207 | |
| TimesNetLength=1442025.01 | 0.244 | 0.19 | |
| DLinearLength=1442025.01 | 0.244 | 0.199 | |
| N-TransformerLength=962025.01 | 0.246 | 0.199 | |
| CaDReLength=1922025.01 | 0.248 | 0.207 | |
| STAIRHorizon=1922026.05 | 0.249 | 0.209 | |
| TimeMixerHorizon=1922026.05 | 0.25 | 0.208 | |
| iTransformerHorizon=1922026.05 | 0.254 | 0.221 | |
| DLinearHorizon=962026.05 | 0.255 | 0.196 | |
| DLinear+FANLength=962025.01 | 0.256 | 0.199 | |
| TETNP2026.05 | 0.257 | 0.202 | |
| PatchTSTHorizon=1922026.05 | 0.259 | 0.225 | |
| InformerLength=962025.01 | 0.259 | 0.225 | |
| TimesNetHorizon=1922026.05 | 0.261 | 0.219 | |
| TiDEHorizon=962026.05 | 0.261 | 0.202 | |
| DLinearLength=1922025.01 | 0.261 | 0.217 | |
| PatchTSTLength=1922025.01 | 0.265 | 0.234 | |
| TimesNetLength=1922025.01 | 0.265 | 0.212 | |
| N-TransformerLength=1442025.01 | 0.267 | 0.225 | |
| DLinear+FANLength=1442025.01 | 0.274 | 0.312 | |
| CrossformerHorizon=1922026.05 | 0.277 | 0.206 | |
| TimeMixerHorizon=3362026.05 | 0.287 | 0.251 | |
| STAIRHorizon=3362026.05 | 0.292 | 0.266 | |
| FEDformer2026.05 | 0.296 | 0.217 | |
| iTransformerHorizon=3362026.05 | 0.296 | 0.278 | |
| DLinearHorizon=1922026.05 | 0.296 | 0.237 | |
| PatchTSTHorizon=3362026.05 | 0.297 | 0.278 | |
| InformerLength=1442025.01 | 0.297 | 0.278 | |
| TiDEHorizon=1922026.05 | 0.298 | 0.242 | |
| DLinear+FANLength=1922025.01 | 0.298 | 0.238 | |
| TimesNetHorizon=3362026.05 | 0.306 | 0.28 | |
| N-TransformerLength=1922025.01 | 0.315 | 2.96 | |
| CrossformerHorizon=3362026.05 | 0.335 | 0.272 | |
| TiDEHorizon=3362026.05 | 0.335 | 0.287 | |
| DLinearHorizon=3362026.05 | 0.335 | 0.283 | |
| Autoformer2026.05 | 0.336 | 0.266 | |
| TimeMixerHorizon=7202026.05 | 0.341 | 0.339 | |
| STAIRHorizon=7202026.05 | 0.343 | 0.346 | |
| iTransformerHorizon=7202026.05 | 0.347 | 0.358 | |
| PatchTSTHorizon=7202026.05 | 0.348 | 0.354 | |
| InformerLength=1922025.01 | 0.348 | 0.354 | |
| TimesNetHorizon=7202026.05 | 0.359 | 0.365 | |
| DLinearHorizon=7202026.05 | 0.381 | 0.345 | |
| Informer2026.05 | 0.384 | 0.3 | |
| TiDEHorizon=7202026.05 | 0.386 | 0.351 | |
| CANP2026.05 | 0.418 | 0.344 | |
| CrossformerHorizon=7202026.05 | 0.418 | 0.398 | |
| BANP2026.05 | 0.464 | 0.406 | |
| LogTrans2026.05 | 0.49 | 0.458 | |
| ConvCNP2026.05 | 0.51 | 0.509 | |
| ANP2026.05 | 0.516 | 0.518 | |
| SConvCNP2026.05 | 0.525 | 0.593 | |
| NP2026.05 | 0.551 | 0.625 | |
| CNP2026.05 | 0.568 | 0.619 | |
| Reformer2026.05 | 0.596 | 0.689 | |
| BNP2026.05 | 0.599 | 0.686 | |
| TNP2026.05 | 0.61 | 0.641 |