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ResearchFormerly WizWand

Multivariate Forecasting on PEMS07 (test)

0.068MSESEED
0.032080.274540.5170.75946Oct 10, 2023Feb 18, 2024Jun 29, 2024Nov 8, 2024Mar 20, 2025Jul 30, 2025Dec 9, 2025
Updated 8mo ago

Evaluation results

MethodLinks
SEEDInput length L=96, Forecasting horizons T={12, 24, 48}2025.120.0680.165
SOFTSInput length L=96, Forecasting horizons T={12, 24, 48}2025.120.0750.173
ForecastGrapherInput length=96, Output lengths=averaged {12, 24, 48, 96}2024.050.0790.172
SOFTSLookback window length (L)=96, Prediction horizons (H)={12, 24, 48, 96}2024.040.0870.184
LeddamInput length L=96, Forecasting horizons T={12, 24, 48}2025.120.0870.192
iTransformerInput length L=96, Forecasting horizons T={12, 24, 48}2025.120.0880.19
iTransformerInput length=962023.100.1010.204
iTransformerLookback window length (L)=96, Prediction horizons (H)={12, 24, 48, 96}2024.040.1010.204
TSMixerLookback window length (L)=96, Prediction horizons (H)={12, 24, 48, 96}2024.040.1120.217
SCINetInput length=962023.100.1190.234
SCINetLookback window length (L)=96, Prediction horizons (H)={12, 24, 48, 96}2024.040.1190.234
FourierGNNInput length=96, Output lengths=averaged {12, 24, 48, 96}2024.050.1230.237
TimesNetInput length=962023.100.1240.225
TimesNetLookback window length (L)=96, Prediction horizons (H)={12, 24, 48, 96}2024.040.1240.225
StationaryInput length=962023.100.1270.23
StationaryLookback window length (L)=96, Prediction horizons (H)={12, 24, 48, 96}2024.040.1270.23
PatchTSTLookback window length (L)=96, Prediction horizons (H)={12, 24, 48, 96}2024.040.1440.233
FEDformerInput length=962023.100.1650.283
FEDformerLookback window length (L)=96, Prediction horizons (H)={12, 24, 48, 96}2024.040.1650.283
PatchTSTInput length L=96, Forecasting horizons T={12, 24, 48}2025.120.1660.27
CrossformerInput length L=96, Forecasting horizons T={12, 24, 48}2025.120.1810.272
StemGNNInput length=96, Output lengths=averaged {12, 24, 48, 96}2024.050.1840.289
PatchTSTInput length=962023.100.2110.303
CrossformerInput length=962023.100.2350.315
CrossformerLookback window length (L)=96, Prediction horizons (H)={12, 24, 48, 96}2024.040.2350.315
DLinearInput length=962023.100.3290.395
DLinearLookback window length (L)=96, Prediction horizons (H)={12, 24, 48, 96}2024.040.3290.395
AutoformerInput length=962023.100.3670.451
TiDEInput length=962023.100.380.44
TiDELookback window length (L)=96, Prediction horizons (H)={12, 24, 48, 96}2024.040.380.44
RLinearInput length=962023.100.5040.478
NaiveInput length=96, Output lengths=averaged {12, 24, 48, 96}2024.050.9660.72