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ResearchFormerly WizWand

Univariate Time Series Forecasting on Weather

0.0013MSEFiLM
0.0008920.0036460.00640.009154Oct 31, 2023Apr 6, 2024Sep 11, 2024Feb 16, 2025Jul 24, 2025Dec 29, 2025Jun 5, 2026
Updated 5mo ago

Evaluation results

MethodLinks
FiLMInput length (I)=96, Output length (O)=962023.100.00130.026
BasisFormerInput length (I)=96, Output length (O)=962023.100.00140.027
FiLMInput length (I)=96, Output length (O)=1922023.100.00150.029
MinusformerInput Length=96, Prediction Length=Avg2024.020.00150.0293
MinusformerInput length=962024.020.00150.0293
BasisFormerInput length (I)=96, Output length (O)=1922023.100.00160.03
BasisFormerInput length (I)=96, Output length (O)=3362023.100.00160.03
FiLMInput length (I)=96, Output length (O)=3362023.100.00170.03
PeriodformerInput Length=144, Prediction Length=Avg2024.020.00170.0317
PeriodformerInput length=14402024.020.00170.0317
InformerInput length (I)=96, Output length (O)=1922023.100.0020.04
FiLMInput length (I)=96, Output length (O)=7202023.100.00220.035
BasisFormerInput length (I)=96, Output length (O)=7202023.100.00220.035
InformerInput length (I)=96, Output length (O)=7202023.100.0030.042
InformerInput Length=96, Prediction Length=Avg2024.020.00330.0438
InformerInput length=962024.020.00330.0438
InformerInput length (I)=96, Output length (O)=962023.100.0040.044
InformerInput length (I)=96, Output length (O)=3362023.100.0040.049
FedformerInput length (I)=96, Output length (O)=3362023.100.00410.05
DlinearInput length (I)=96, Output length (O)=962023.100.0050.057
FedformerInput length (I)=96, Output length (O)=7202023.100.00550.059
DlinearInput length (I)=96, Output length (O)=1922023.100.00580.063
LogTransInput Length=96, Prediction Length=Avg2024.020.00590.0563
LogTransInput length=962024.020.00590.0563
FedformerInput length (I)=96, Output length (O)=1922023.100.0060.062
FedformerInput length (I)=96, Output length (O)=962023.100.00620.062
AutoformerInput length (I)=96, Output length (O)=3362023.100.00630.062
DlinearInput length (I)=96, Output length (O)=3362023.100.00630.067
DlinearInput length (I)=96, Output length (O)=7202023.100.00640.066
AutoformerInput length (I)=96, Output length (O)=1922023.100.00750.067
FEDformerInput Length=96, Prediction Length=Avg2024.020.0080.067
FEDformerInput length=962024.020.0080.067
AutoformerInput Length=96, Prediction Length=Avg2024.020.00830.07
AutoformerInput length=962024.020.00830.07
AutoformerInput length (I)=96, Output length (O)=7202023.100.00850.07
CF-JEPAAvg (MSE)=0.36, Avg (MAE)=0.38, Rank (MSE)=3.17, Rank (MAE)=3.19, Rank (w/o CoST) (MSE)=2.56, Rank (w/o CoST) (MAE)=2.582026.060.010.07
TS2VecAvg=0.39, Rank=5.60, Rank (w/o CoST)=4.752026.060.01—
AutoformerInput length (I)=96, Output length (O)=962023.100.0110.081
ReformerInput Length=96, Prediction Length=Avg2024.020.01150.0785
ReformerInput length=962024.020.01150.0785