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ResearchFormerly WizWand

Long-term Forecasting on ETTm2 5% few-shot

0.128MSEFFTS
0.098240.299120.50.70088Apr 6, 2026
Updated 7mo ago

Evaluation results

MethodLinks
FFTSType=FL-FM, Horizon=962026.040.1280.242
FFTSType=FL-FM, Horizon=1922026.040.1550.266
Time-FFMType=FL-FM, Horizon=962026.040.1920.272
FFTSType=FL-FM, Horizon=3362026.040.1930.296
UniTimeType=Cen-FM, Horizon=962026.040.1980.279
Cen-PatchTSTType=Cen-FM, Horizon=962026.040.20.282
FL-PatchTSTType=FL-FM, Horizon=962026.040.2010.283
FEDPMType=FL-FM, Horizon=962026.040.210.277
FL-iTransformerType=FL-FM, Horizon=962026.040.2440.322
Time-FFMType=FL-FM, Horizon=1922026.040.2540.311
FFTSType=FL-FM, Horizon=7202026.040.2540.339
Cen-PatchTSTType=Cen-FM, Horizon=1922026.040.260.318
FL-PatchTSTType=FL-FM, Horizon=1922026.040.2610.314
UniTimeType=Cen-FM, Horizon=1922026.040.2660.323
FEDPMType=FL-FM, Horizon=1922026.040.2710.315
Time-FFMType=FL-FM, Horizon=3362026.040.3120.346
Cen-PatchTSTType=Cen-FM, Horizon=3362026.040.3180.352
FEDPMType=FL-FM, Horizon=3362026.040.3280.351
FL-iTransformerType=FL-FM, Horizon=1922026.040.3360.374
UniTimeType=Cen-FM, Horizon=3362026.040.3370.366
FL-PatchTSTType=FL-FM, Horizon=3362026.040.3410.365
TOTEMType=Cen-FM, Horizon=962026.040.3820.465
Time-FFMType=FL-FM, Horizon=7202026.040.4150.403
Cen-PatchTSTType=Cen-FM, Horizon=7202026.040.4190.407
FEDPMType=FL-FM, Horizon=7202026.040.4310.409
UniTimeType=Cen-FM, Horizon=7202026.040.4530.43
FL-iTransformerType=FL-FM, Horizon=3362026.040.4570.44
FL-PatchTSTType=FL-FM, Horizon=7202026.040.5120.454
TOTEMType=Cen-FM, Horizon=1922026.040.5590.557
TOTEMType=Cen-FM, Horizon=3362026.040.7190.629
FL-iTransformerType=FL-FM, Horizon=7202026.040.8220.584
TOTEMType=Cen-FM, Horizon=7202026.040.8720.688