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ResearchFormerly WizWand

Long-term forecasting on ETTm1 T=192

0.322MSEAMD
0.316880.351440.3860.42056Jun 6, 2024Oct 1, 2024Jan 26, 2025May 24, 2025Sep 18, 2025Jan 13, 2026May 11, 2026
Updated 5mo ago

Evaluation results

MethodLinks
AMDPrediction Length (T)=1922024.060.3220.362
LeapTSInput sequence length=7202026.050.3230.36
PhaseformerInput sequence length=7202026.050.3230.361
TimeMixerPrediction Length (T)=1922024.060.3270.365
PatchTSTPrediction Length (T)=1922024.060.3320.369
DLinearPrediction Length (T)=1922024.060.3350.365
PatchTSTInput sequence length=7202026.050.3350.373
TimeBaseInput sequence length=7202026.050.3380.371
FITSInput sequence length=7202026.050.3390.369
CrossformerInput sequence length=7202026.050.3410.385
SparseTSFInput sequence length=7202026.050.3480.376
iTransformerInput sequence length=7202026.050.3490.388
MTS-MixersPrediction Length (T)=1922024.060.3540.386
MICNPrediction Length (T)=1922024.060.3590.387
TimeMixerInput sequence length=7202026.050.3620.398
FEDformerPrediction Length (T)=1922024.060.3650.415
TimesNetPrediction Length (T)=1922024.060.3710.387
iTransformerPrediction Length (T)=1922024.060.3770.391
CrossformerPrediction Length (T)=1922024.060.3770.411
FEDformerInput sequence length=7202026.050.450.477