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ResearchFormerly WizWand

Multivariate Forecasting on PEMS08 (test)

0.08MSESEED
0.043320.290910.53850.78609Oct 10, 2023Feb 29, 2024Jul 21, 2024Dec 10, 2024May 2, 2025Sep 21, 2025Feb 11, 2026
Updated 8mo ago

Evaluation results

MethodLinks
SEEDInput length L=96, Forecasting horizons T={12, 24, 48}2025.120.080.182
LeddamInput length L=96, Forecasting horizons T={12, 24, 48}2025.120.1020.211
OLinear2026.020.113—
SOFTSInput length L=96, Forecasting horizons T={12, 24, 48}2025.120.1140.208
StretchTime2026.020.118—
RoPE2026.020.125—
iTransformerInput length L=96, Forecasting horizons T={12, 24, 48}2025.120.1270.212
SOFTSLookback window length (L)=96, Prediction horizons (H)={12, 24, 48, 96}2024.040.1380.219
SOFTSPrediction Horizon=Avg, Look-back length=962026.020.1380.22
ForecastGrapherInput length=96, Output lengths=averaged {12, 24, 48, 96}2024.050.140.212
GTRPrediction Horizon=Avg, Look-back length=962026.020.1420.222
iTransformerInput length=962023.100.150.226
iTransformerLookback window length (L)=96, Prediction horizons (H)={12, 24, 48, 96}2024.040.150.226
iTransformer2026.020.15—
SCINetInput length=962023.100.1580.244
SCINetLookback window length (L)=96, Prediction horizons (H)={12, 24, 48, 96}2024.040.1580.244
TSMixerLookback window length (L)=96, Prediction horizons (H)={12, 24, 48, 96}2024.040.1650.261
TimesNetInput length=962023.100.1930.271
TimesNetLookback window length (L)=96, Prediction horizons (H)={12, 24, 48, 96}2024.040.1930.271
TimesNet2026.020.193—
PatchTSTLookback window length (L)=96, Prediction horizons (H)={12, 24, 48, 96}2024.040.20.275
TimeMixer++2026.020.2—
StationaryInput length=962023.100.2010.276
StationaryLookback window length (L)=96, Prediction horizons (H)={12, 24, 48, 96}2024.040.2010.276
FourierGNNInput length=96, Output lengths=averaged {12, 24, 48, 96}2024.050.2160.312
TimeMixer2026.020.226—
CrossformerInput length L=96, Forecasting horizons T={12, 24, 48}2025.120.2320.27
PatchTSTInput length L=96, Forecasting horizons T={12, 24, 48}2025.120.2380.289
CrossformerInput length=962023.100.2680.307
CrossformerLookback window length (L)=96, Prediction horizons (H)={12, 24, 48, 96}2024.040.2680.307
PatchTSTInput length=962023.100.280.321
PatchTST2026.020.28—
FEDformerInput length=962023.100.2860.358
FEDformerLookback window length (L)=96, Prediction horizons (H)={12, 24, 48, 96}2024.040.2860.358
StemGNNInput length=96, Output lengths=averaged {12, 24, 48, 96}2024.050.3030.351
DLinearInput length=962023.100.3790.416
DLinearLookback window length (L)=96, Prediction horizons (H)={12, 24, 48, 96}2024.040.3790.416
DLinear2026.020.379—
TiDEInput length=962023.100.4410.464
TiDELookback window length (L)=96, Prediction horizons (H)={12, 24, 48, 96}2024.040.4410.464
RLinearInput length=962023.100.5290.487
AutoformerInput length=962023.100.8140.659
NaiveInput length=96, Output lengths=averaged {12, 24, 48, 96}2024.050.9970.745