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ResearchFormerly WizWand

Long-term forecasting on ETTm1 T=96

0.27MSEReNF
0.264560.301280.3380.37472Jun 6, 2024Oct 1, 2024Jan 26, 2025May 24, 2025Sep 18, 2025Jan 13, 2026May 11, 2026
Updated 5mo ago

Evaluation results

MethodLinks
ReNFLook-back window=searched from {336, 512, 720}2025.090.270.325
AMDPrediction Length (T)=962024.060.2840.339
PatchTSTPrediction Length (T)=962024.060.290.342
TimeMixerPrediction Length (T)=962024.060.2910.34
LeapTSInput sequence length=7202026.050.2920.342
PhaseformerInput sequence length=7202026.050.2930.344
TimeMixerLook-back window=searched from {336, 512, 720}2025.090.2930.345
PatchTSTInput sequence length=7202026.050.2980.352
DLinearPrediction Length (T)=962024.060.2990.343
CrossformerInput sequence length=7202026.050.3060.353
TimeBaseInput sequence length=7202026.050.3110.351
FITSInput sequence length=7202026.050.3130.357
MICNPrediction Length (T)=962024.060.3140.36
MTS-MixersPrediction Length (T)=962024.060.3140.358
SparseTSFInput sequence length=7202026.050.3140.359
iTransformerInput sequence length=7202026.050.3150.369
CrossformerPrediction Length (T)=962024.060.3160.373
FEDformerPrediction Length (T)=962024.060.3260.39
TimeMixerInput sequence length=7202026.050.3320.384
iTransformerPrediction Length (T)=962024.060.3340.368
TimesNetPrediction Length (T)=962024.060.3380.375
FEDformerInput sequence length=7202026.050.4060.441