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ResearchFormerly WizWand

Multivariate long-term forecasting on Weather v1 (test)

0.141MSEPMDformer
0.114520.293260.4720.65074Nov 3, 2024Feb 10, 2025May 21, 2025Aug 29, 2025Dec 7, 2025Mar 17, 2026Jun 25, 2026
Updated 4mo ago

Evaluation results

MethodLinks
PMDformerPrediction horizon=96, Lookback window=720, Year=ours2026.060.1410.181
PatchTSTPrediction horizon=96, Lookback window=720, Year=20232026.060.1490.199
MICNPrediction length=96, Lookback length=962024.110.1610.229
TexFilterPrediction length=96, Lookback length=962024.110.1620.207
PaiFilterPrediction length=96, Lookback length=962024.110.1640.21
FreTSPrediction length=96, Lookback length=962024.110.1740.208
PMDformerPrediction horizon=Avg, Lookback window=720, Year=ours2026.060.2170.251
MICNInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.120.2420.299
STELLAInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.120.2430.265
PatchTSTInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.120.2570.28
iTransformerInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.120.2570.279
CrossformerInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.120.2590.315
TimesNetInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.120.2590.287
TimeLLMInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.120.2640.284
DLinearInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.120.2650.317
TiDEInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.120.2710.32
GPT4TSInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.120.2790.297
NSformerInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.120.2880.314
FEDformerInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.120.3090.36
AutoformerInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.120.3380.382
InformerInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.120.6340.548
ReformerInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.120.8030.656