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ResearchFormerly WizWand

Univariate Time Series Forecasting on ETTh1 (test)

0.0436MSEQuery Selector
0.0345840.0954420.15630.217158Jul 19, 2021Feb 4, 2022Aug 23, 2022Mar 11, 2023Sep 27, 2023Apr 14, 2024Oct 31, 2024
Updated 8mo ago

Evaluation results

MethodLinks
Query SelectorPrediction length=242021.070.0436——0.16160.445
TransformerPrediction length=242021.070.0548——0.183—
MSHyperPrediction Length=962024.100.056——0.181—
PatchTSTPrediction Length=962024.100.056——0.181—
DLinearPrediction Length=962024.100.056——0.18—
Ada-MSHyperPrediction Length=962024.100.057——0.173—
TimeMixerPrediction Length=962024.100.057——0.181—
iTransformerPrediction Length=962024.100.059——0.185—
AutoformerPrediction Length=962024.100.071——0.206—
DLinearPrediction Length=1922024.100.071——0.204—
Ada-MSHyperPrediction Length=1922024.100.072——0.198—
TimeMixerPrediction Length=1922024.100.072——0.204—
Query SelectorPrediction length=482021.070.0721——0.21180.456
iTransformerPrediction Length=1922024.100.073——0.208—
TransformerPrediction length=482021.070.074——0.2144—
CrossformerPrediction Length=962024.100.076——0.216—
MSHyperPrediction Length=1922024.100.076——0.211—
PatchTSTPrediction Length=1922024.100.076——0.21—
FEDformerPrediction Length=962024.100.079——0.215—
GTTmode=zero-shot, type=univariate, feature=OT, averaged prediction lengths=96, 192, 336, 7202024.020.084——0.222—
CrossformerPrediction Length=1922024.100.085——0.225—
Query SelectorPrediction length=1682021.070.0935——0.23710.511
InformerPrediction length=242021.070.098——0.247—
PyraformerPrediction Length=962024.100.099——0.277—
FEDformerPrediction Length=1922024.100.104——0.245—
TransformerPrediction length=1682021.070.1049——0.2539—
AutoformerPrediction Length=1922024.100.114——0.262—
Query SelectorPrediction length=3362021.070.1267——0.28440.571
TransformerPrediction length=3362021.070.1541——0.3201—
InformerPrediction length=482021.070.158——0.319—
PyraformerPrediction Length=1922024.100.174——0.346—
InformerPrediction length=1682021.070.183——0.346—
ForecastPFNmode=zero-shot, type=univariate, feature=OT, averaged prediction lengths=96, 192, 336, 7202024.020.19——0.35—
InformerPrediction Length=962024.100.193——0.377—
Query SelectorPrediction length=7202021.070.2136——0.3730.794
InformerPrediction Length=1922024.100.217——0.395—
InformerPrediction length=3362021.070.222——0.387—
TransformerPrediction length=7202021.070.2501——0.4213—
InformerPrediction length=7202021.070.269——0.435—
GTTZero-shot=true, Prediction Length=96, Target Feature=OT2024.02—0.20315.3——
PreDcTZero-shot=true, Prediction Length=96, Target Feature=OT2024.02—0.67237.8——