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ResearchFormerly WizWand

Long-term forecasting on ETTm2 T=192

0.216MSELeapTS
0.19760.32180.4460.5702Jun 6, 2024Oct 4, 2024Feb 1, 2025Jun 2, 2025Sep 30, 2025Jan 28, 2026May 29, 2026
Updated 5mo ago

Evaluation results

MethodLinks
LeapTSInput sequence length=7202026.050.2160.29
TimeBaseInput sequence length=7202026.050.2180.293
PhaseformerInput sequence length=7202026.050.2190.293
PatchTSTInput sequence length=7202026.050.2190.298
SparseTSFInput sequence length=7202026.050.2190.297
AMDPrediction Length (T)=1922024.060.2210.294
TimeMixerPrediction Length (T)=1922024.060.2230.295
PatchTSTPrediction Length (T)=1922024.060.2230.296
DLinearPrediction Length (T)=1922024.060.2240.303
iTransformerInput sequence length=7202026.050.2390.314
SIGMAInput Length=962026.050.2390.299
WPMixerInput Length=962026.050.240.299
MTS-MixersPrediction Length (T)=1922024.060.2410.303
TimeMixerInput Length=962026.050.2410.302
MultiPatch.Input Length=962026.050.2430.304
MICNPrediction Length (T)=1922024.060.2450.316
AMDInput Length=962026.050.2460.306
TimesNetPrediction Length (T)=1922024.060.2490.309
iTransformerPrediction Length (T)=1922024.060.250.309
MSGNetInput Length=962026.050.250.308
FEDformerPrediction Length (T)=1922024.060.2520.318
TimesNetInput Length=962026.050.2570.309
FITSInput sequence length=7202026.050.2710.328
MICNInput Length=962026.050.2780.352
TimeMixerInput sequence length=7202026.050.3070.362
CrossformerInput sequence length=7202026.050.350.412
FEDformerInput sequence length=7202026.050.3970.452
CrossformerPrediction Length (T)=1922024.060.5030.519
Pyra.Input Length=962026.050.6760.623