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ResearchFormerly WizWand

Long-term forecasting on ETTm1 T=336

0.358MSEPhaseformer
0.354880.375940.3970.41806Jun 6, 2024Oct 1, 2024Jan 26, 2025May 24, 2025Sep 18, 2025Jan 13, 2026May 11, 2026
Updated 5mo ago

Evaluation results

MethodLinks
PhaseformerInput sequence length=7202026.050.3580.381
AMDPrediction Length (T)=3362024.060.360.38
TimeMixerPrediction Length (T)=3362024.060.360.381
LeapTSInput sequence length=7202026.050.3620.381
TimeBaseInput sequence length=7202026.050.3640.386
PatchTSTPrediction Length (T)=3362024.060.3660.392
PatchTSTInput sequence length=7202026.050.3660.389
FITSInput sequence length=7202026.050.3670.385
SparseTSFInput sequence length=7202026.050.3680.386
DLinearPrediction Length (T)=3362024.060.3690.386
iTransformerInput sequence length=7202026.050.3810.409
CrossformerInput sequence length=7202026.050.3830.42
MTS-MixersPrediction Length (T)=3362024.060.3840.405
TimeMixerInput sequence length=7202026.050.3860.413
FEDformerPrediction Length (T)=3362024.060.3910.425
MICNPrediction Length (T)=3362024.060.3980.413
TimesNetPrediction Length (T)=3362024.060.410.411
iTransformerPrediction Length (T)=3362024.060.4260.42
CrossformerPrediction Length (T)=3362024.060.4310.442
FEDformerInput sequence length=7202026.050.4360.466