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ResearchFormerly WizWand

Univariate long sequence time-series forecasting on ETTm2 (test)

0.163MAEAda-MSHyper
0.152120.225560.2990.37244May 26, 2022Jan 3, 2023Aug 14, 2023Mar 24, 2024Nov 2, 2024Jun 13, 2025Jan 22, 2026
Updated 8mo ago

Evaluation results

MethodLinks
Ada-MSHyperPrediction Length=962024.100.1630.051
NLinearHorizon=962022.050.1820.063
DLinearHorizon=962022.050.1830.063
DLinearPrediction length (T)=962022.110.1830.063
DLinearPrediction Length=962024.100.1830.063
PatchTSTLook-back window (L)=42, Prediction length (T)=962022.110.1860.065
PatchTSTLook-back window (L)=64, Prediction length (T)=962022.110.1870.065
SparseTSFHorizon=962024.050.187—
LTSF-LinearHorizon=962022.050.1890.066
FEDformer-wHorizon=962022.050.1890.063
AutoformerHorizon=962022.050.1890.065
AutoformerPrediction length (T)=962022.110.1890.065
FEDformer-fHorizon=962022.050.1980.067
FEDformerPrediction length (T)=962022.110.1980.067
LogTransHorizon=962022.050.2080.075
LogTransPrediction length (T)=962022.110.2080.075
OneShotSTLHorizon=962024.050.211—
NLinearHorizon=1922022.050.2230.09
InformerHorizon=962022.050.2250.088
InformerPrediction length (T)=962022.110.2250.088
DLinearHorizon=1922022.050.2270.092
DLinearPrediction length (T)=1922022.110.2270.092
LTSF-LinearHorizon=1922022.050.230.094
Ada-MSHyperAverage performance across horizons=96, 192, 336, 7202024.100.230.103
PatchTSTLook-back window (L)=64, Prediction length (T)=1922022.110.2310.093
PatchTSTLook-back window (L)=42, Prediction length (T)=1922022.110.2310.094
SparseTSFHorizon=1922024.050.233—
OneShotSTLHorizon=1922024.050.244—
FEDformer-fHorizon=1922022.050.2450.102
FEDformerPrediction length (T)=1922022.110.2450.102
iTransformerLookback window size=96, Prediction length (T)=avg {96, 192, 336, 720}2026.010.2460.111
DualformerLookback window size=96, Prediction length (T)=avg {96, 192, 336, 720}2026.010.2470.11
DLinearAverage performance across horizons=96, 192, 336, 7202024.100.2480.112
DLinearLookback window size=96, Prediction length (T)=avg {96, 192, 336, 720}2026.010.2490.113
PatchTSTLookback window size=96, Prediction length (T)=avg {96, 192, 336, 720}2026.010.2510.113
FEDformer-wHorizon=1922022.050.2520.11
FiLMLookback window size=96, Prediction length (T)=avg {96, 192, 336, 720}2026.010.2550.115
AutoformerHorizon=1922022.050.2560.118
AutoformerPrediction length (T)=1922022.110.2560.118
CrossformerAverage performance across horizons=96, 192, 336, 720, Fine-tuned=true2024.100.2560.119
MSHyperAverage performance across horizons=96, 192, 336, 720, Fine-tuned=true2024.100.2580.12
TimeMixerAverage performance across horizons=96, 192, 336, 720, Fine-tuned=true2024.100.2580.121
PatchTSTAverage performance across horizons=96, 192, 336, 720, Fine-tuned=true2024.100.2580.121
NLinearHorizon=3362022.050.2590.117
FreTSLookback window size=96, Prediction length (T)=avg {96, 192, 336, 720}2026.010.2590.118
DLinearHorizon=3362022.050.2610.119
DLinearPrediction length (T)=3362022.110.2610.119
FEDformerAverage performance across horizons=96, 192, 336, 7202024.100.2620.119
LTSF-LinearHorizon=3362022.050.2630.12
PatchTSTLook-back window (L)=42, Prediction length (T)=3362022.110.2650.12
PatchTSTLook-back window (L)=64, Prediction length (T)=3362022.110.2660.121
SparseTSFHorizon=3362024.050.268—
iTransformerAverage performance across horizons=96, 192, 336, 720, Fine-tuned=true2024.100.2680.128
AutoformerAverage performance across horizons=96, 192, 336, 7202024.100.2710.13
OneShotSTLHorizon=3362024.050.273—
PyraformerAverage performance across horizons=96, 192, 336, 7202024.100.2730.133
FEDformerLookback window size=96, Prediction length (T)=avg {96, 192, 336, 720}2026.010.2730.13
LogTransHorizon=1922022.050.2750.129
LogTransPrediction length (T)=1922022.110.2750.129
FEDformer-fHorizon=3362022.050.2790.13
FEDformerPrediction length (T)=3362022.110.2790.13
InformerHorizon=1922022.050.2830.132
InformerPrediction length (T)=1922022.110.2830.132
FEDformer-wHorizon=3362022.050.3010.147
LogTransHorizon=3362022.050.3020.154
LogTransPrediction length (T)=3362022.110.3020.154
AutoformerHorizon=3362022.050.3050.154
AutoformerPrediction length (T)=3362022.110.3050.154
AutoformerLookback window size=96, Prediction length (T)=avg {96, 192, 336, 720}2026.010.3050.157
NLinearHorizon=7202022.050.3180.17
LTSF-LinearHorizon=7202022.050.320.175
DLinearHorizon=7202022.050.320.175
DLinearPrediction length (T)=7202022.110.320.175
InformerAverage performance across horizons=96, 192, 336, 7202024.100.320.175
LogTransHorizon=7202022.050.3210.16
LogTransPrediction length (T)=7202022.110.3210.16
OneShotSTLHorizon=7202024.050.321—
PatchTSTLook-back window (L)=64, Prediction length (T)=7202022.110.3220.172
PatchTSTLook-back window (L)=42, Prediction length (T)=7202022.110.3220.171
SparseTSFHorizon=7202024.050.324—
FEDformer-fHorizon=7202022.050.3250.178
FEDformerPrediction length (T)=7202022.110.3250.178
AutoformerHorizon=7202022.050.3350.182
AutoformerPrediction length (T)=7202022.110.3350.182
InformerHorizon=3362022.050.3360.18
InformerPrediction length (T)=3362022.110.3360.18
FEDformer-wHorizon=7202022.050.3680.219
InformerHorizon=7202022.050.4350.3
InformerPrediction length (T)=7202022.110.4350.3