Multivariate long-term forecasting on Weather v1 (test)
0.141MSEPMDformer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PMDformerPrediction horizon=96, Lookback window=720, Year=ours2026.06 | 0.141 | 0.181 | |
| PatchTSTPrediction horizon=96, Lookback window=720, Year=20232026.06 | 0.149 | 0.199 | |
| MICNPrediction length=96, Lookback length=962024.11 | 0.161 | 0.229 | |
| TexFilterPrediction length=96, Lookback length=962024.11 | 0.162 | 0.207 | |
| PaiFilterPrediction length=96, Lookback length=962024.11 | 0.164 | 0.21 | |
| FreTSPrediction length=96, Lookback length=962024.11 | 0.174 | 0.208 | |
| PMDformerPrediction horizon=Avg, Lookback window=720, Year=ours2026.06 | 0.217 | 0.251 | |
| MICNInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 0.242 | 0.299 | |
| STELLAInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 0.243 | 0.265 | |
| PatchTSTInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 0.257 | 0.28 | |
| iTransformerInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 0.257 | 0.279 | |
| CrossformerInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 0.259 | 0.315 | |
| TimesNetInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 0.259 | 0.287 | |
| TimeLLMInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 0.264 | 0.284 | |
| DLinearInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 0.265 | 0.317 | |
| TiDEInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 0.271 | 0.32 | |
| GPT4TSInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 0.279 | 0.297 | |
| NSformerInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 0.288 | 0.314 | |
| FEDformerInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 0.309 | 0.36 | |
| AutoformerInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 0.338 | 0.382 | |
| InformerInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 0.634 | 0.548 | |
| ReformerInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 0.803 | 0.656 |