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ResearchFormerly WizWand

Long-term forecasting on ETTm2 T=720

0.351MSELeapTS
0.32520.499350.67350.84765Jun 6, 2024Oct 1, 2024Jan 26, 2025May 24, 2025Sep 18, 2025Jan 13, 2026May 11, 2026
Updated 5mo ago

Evaluation results

MethodLinks
LeapTSInput sequence length=7202026.050.3510.383
PhaseformerInput sequence length=7202026.050.3510.379
PatchTSTInput sequence length=7202026.050.3520.386
TimeBaseInput sequence length=7202026.050.3520.38
FITSInput sequence length=7202026.050.3520.38
SparseTSFInput sequence length=7202026.050.3530.38
AMDPrediction Length (T)=7202024.060.3560.382
TimeMixerPrediction Length (T)=7202024.060.3590.383
TriTSLookback window=96, Prediction length=7202026.040.3610.365
PatchTSTPrediction Length (T)=7202024.060.3620.385
TimeMixerInput sequence length=7202026.050.380.412
VisionTS++Lookback window=96, Prediction length=7202026.040.3810.388
VisionTSLookback window=96, Prediction length=7202026.040.3840.392
iTransformerInput sequence length=7202026.050.3870.407
MICNPrediction Length (T)=7202024.060.3890.409
TimeMixerLookback window=96, Prediction length=7202026.040.3910.396
MTS-MixersPrediction Length (T)=7202024.060.3960.398
DLinearPrediction Length (T)=7202024.060.3970.421
FDNetLookback window=96, Prediction length=7202026.040.3990.397
WPMixerLookback window=96, Prediction length=7202026.040.4010.399
PatchTSTLookback window=96, Prediction length=7202026.040.4070.401
FEDformerPrediction Length (T)=7202024.060.410.42
iTransformerPrediction Length (T)=7202024.060.4120.407
iTransformerLookback window=96, Prediction length=7202026.040.4120.406
FEDformerInput sequence length=7202026.050.4510.499
TimesNetPrediction Length (T)=7202024.060.4970.403
DLinearLookback window=96, Prediction length=7202026.040.5580.525
CrossformerInput sequence length=7202026.050.5740.525
CrossformerPrediction Length (T)=7202024.060.9960.75