Time Series Forecasting on Weather (MSE, MAE)
0.155MSEiTransformer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| iTransformerH=96, Variant=+Ours2026.02 | 0.155 | 0.192 | |
| RMSMH=962026.02 | 0.159 | 0.197 | |
| PatchTSTH=96, Variant=+Ours2026.02 | 0.162 | 0.195 | |
| RMMH=962026.02 | 0.163 | 0.199 | |
| DLinearH=96, Variant=+Ours2026.02 | 0.163 | 0.199 | |
| TimesNetH=96, Variant=+Ours2026.02 | 0.165 | 0.209 | |
| TimesNetH=96, Variant=Original2026.02 | 0.172 | 0.22 | |
| iTransformerH=96, Variant=Original2026.02 | 0.174 | 0.214 | |
| PatchTSTH=96, Variant=Original2026.02 | 0.186 | 0.227 | |
| DLinearH=96, Variant=Original2026.02 | 0.195 | 0.252 | |
| RMSMH=1922026.02 | 0.2 | 0.238 | |
| DLinearH=192, Variant=+Ours2026.02 | 0.207 | 0.24 | |
| RMMH=1922026.02 | 0.208 | 0.241 | |
| iTransformerH=192, Variant=+Ours2026.02 | 0.208 | 0.24 | |
| PatchTSTH=192, Variant=+Ours2026.02 | 0.208 | 0.241 | |
| TimesNetH=192, Variant=+Ours2026.02 | 0.211 | 0.247 | |
| TimesNetH=192, Variant=Original2026.02 | 0.219 | 0.261 | |
| iTransformerH=192, Variant=Original2026.02 | 0.221 | 0.254 | |
| iTransformer+MLOWBase Model=iTransformer, Decomposition Module=MLOW, Prediction Horizon (T)=962026.03 | 0.231 | 0.264 | |
| PatchTST+MLOWBase Model=PatchTST, Decomposition Module=MLOW, Prediction Horizon (T)=962026.03 | 0.232 | 0.263 | |
| PatchTSTH=192, Variant=Original2026.02 | 0.234 | 0.265 | |
| Time-MoE_baseProtocol=full-shot2026.03 | 0.236 | 0.275 | |
| DLinearH=192, Variant=Original2026.02 | 0.237 | 0.295 | |
| TimeXer + DPADBackbone=TimeXer, DPAD Enhancement=true, Look-back length=96, Prediction length=96, 192, 336, 7202026.01 | 0.239 | 0.27 | |
| TimeMixerProtocol=full-shot2026.03 | 0.24 | 0.271 | |
| TimeXerBackbone=TimeXer, DPAD Enhancement=false, Look-back length=96, Prediction length=96, 192, 336, 7202026.01 | 0.242 | 0.272 | |
| TQNetProtocol=full-shot2026.03 | 0.242 | 0.269 | |
| TimeSqueeze_baseProtocol=full-shot2026.03 | 0.243 | 0.279 | |
| CycleNetMLPProtocol=full-shot2026.03 | 0.243 | 0.271 | |
| TimesNet + DPADBackbone=TimesNet, DPAD Enhancement=true, Look-back length=96, Prediction length=96, 192, 336, 7202026.01 | 0.244 | 0.272 | |
| TimesNetH=336, Variant=Original2026.02 | 0.246 | 0.337 | |
| RMSMH=3362026.02 | 0.248 | 0.276 | |
| iTransformerProtocol=full-shot2026.03 | 0.25 | 0.28 | |
| PatchTSTBase Model=PatchTST, Decomposition Module=None, Prediction Horizon (T)=962026.03 | 0.253 | 0.277 | |
| PatchTST+MABase Model=PatchTST, Decomposition Module=MA, Prediction Horizon (T)=962026.03 | 0.255 | 0.278 | |
| iTransformer + DPADBackbone=iTransformer, DPAD Enhancement=true, Look-back length=96, Prediction length=96, 192, 336, 7202026.01 | 0.256 | 0.276 | |
| TimesNetBackbone=TimesNet, DPAD Enhancement=false, Look-back length=96, Prediction length=96, 192, 336, 7202026.01 | 0.256 | 0.283 | |
| TimeBridge + DPADBackbone=TimeBridge, DPAD Enhancement=true, Look-back length=96, Prediction length=96, 192, 336, 7202026.01 | 0.256 | 0.273 | |
| TimeBridgeBackbone=TimeBridge, DPAD Enhancement=false, Look-back length=96, Prediction length=96, 192, 336, 7202026.01 | 0.258 | 0.281 | |
| PatchTSTProtocol=full-shot2026.03 | 0.258 | 0.28 | |
| DLinearProtocol=full-shot2026.03 | 0.258 | 0.315 | |
| DLinear + DPADBackbone=DLinear, DPAD Enhancement=true, Look-back length=96, Prediction length=96, 192, 336, 7202026.01 | 0.259 | 0.317 | |
| TimesNetProtocol=full-shot2026.03 | 0.259 | 0.286 | |
| iTransformer+MABase Model=iTransformer, Decomposition Module=MA, Prediction Horizon (T)=962026.03 | 0.259 | 0.28 | |
| iTransformerBackbone=iTransformer, DPAD Enhancement=false, Look-back length=96, Prediction length=96, 192, 336, 7202026.01 | 0.26 | 0.281 | |
| iTransformerBase Model=iTransformer, Decomposition Module=None, Prediction Horizon (T)=962026.03 | 0.261 | 0.282 | |
| PatchTSTH=336, Variant=+Ours2026.02 | 0.262 | 0.281 | |
| DLinearH=336, Variant=+Ours2026.02 | 0.262 | 0.281 | |
| RMMH=3362026.02 | 0.263 | 0.282 | |
| iTransformerH=336, Variant=+Ours2026.02 | 0.263 | 0.281 | |
| DLinearBackbone=DLinear, DPAD Enhancement=false, Look-back length=96, Prediction length=96, 192, 336, 7202026.01 | 0.265 | 0.316 | |
| TimesNetH=336, Variant=+Ours2026.02 | 0.27 | 0.289 | |
| iTransformerH=336, Variant=Original2026.02 | 0.278 | 0.296 | |
| DLinearH=336, Variant=Original2026.02 | 0.282 | 0.331 | |
| PatchTSTH=336, Variant=Original2026.02 | 0.284 | 0.301 | |
| RMSMH=7202026.02 | 0.323 | 0.33 | |
| iTransformerH=720, Variant=+Ours2026.02 | 0.34 | 0.333 | |
| PatchTSTH=720, Variant=+Ours2026.02 | 0.341 | 0.334 | |
| RMMH=7202026.02 | 0.342 | 0.334 | |
| DLinearH=720, Variant=+Ours2026.02 | 0.342 | 0.334 | |
| DLinearH=720, Variant=Original2026.02 | 0.345 | 0.382 | |
| TimesNetH=720, Variant=+Ours2026.02 | 0.35 | 0.341 | |
| PatchTSTH=720, Variant=Original2026.02 | 0.356 | 0.349 | |
| iTransformerH=720, Variant=Original2026.02 | 0.358 | 0.347 | |
| TimesNetH=720, Variant=Original2026.02 | 0.365 | 0.359 | |
| FSMLPPrediction Length=9602024.12 | 0.368 | 0.401 | |
| FreTSPrediction Length=9602024.12 | 0.379 | 0.412 | |
| FSMLPPrediction Length=14402024.12 | 0.381 | 0.397 | |
| TSMixerPrediction Length=9602024.12 | 0.384 | 0.407 | |
| PatchTSTPrediction Length=9602024.12 | 0.388 | 0.37 | |
| FreTSPrediction Length=14402024.12 | 0.394 | 0.42 | |
| FSMLPPrediction Length=21602024.12 | 0.402 | 0.428 | |
| TSMixerPrediction Length=14402024.12 | 0.409 | 0.436 | |
| TSMixerPrediction Length=21602024.12 | 0.415 | 0.448 | |
| FreTSPrediction Length=21602024.12 | 0.417 | 0.434 | |
| PatchTSTPrediction Length=14402024.12 | 0.419 | 0.389 | |
| PatchTSTPrediction Length=21602024.12 | 0.457 | 0.413 |