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ResearchFormerly WizWand

Time-series forecasting on ETTh1 (MSE, MAE)

0.076MSEShifTS
0.031760.330380.6290.92762Oct 30, 2024Jan 31, 2025May 4, 2025Aug 6, 2025Nov 7, 2025Feb 8, 2026May 13, 2026
Updated 5mo ago

Evaluation results

MethodLinks
ShifTSBackbone=Crossformer, Method Category=Combined Method2025.100.0760.214
FOILBackbone=Crossformer, Method Category=Combined Method2025.100.0810.219
RevINBackbone=Crossformer, Method Category=Temporal Shift Method2025.100.0850.224
EIIL+RevINBackbone=Crossformer, Method Category=Combined Method2025.100.0850.225
N-S Trans.Backbone=Crossformer, Method Category=Temporal Shift Method2025.100.0860.226
SANBackbone=Crossformer, Method Category=Temporal Shift Method2025.100.0880.225
IRM+RevINBackbone=Crossformer, Method Category=Combined Method2025.100.0890.231
IRMBackbone=Crossformer, Method Category=Concept Drift Method2025.100.2010.367
EIILBackbone=Crossformer, Method Category=Concept Drift Method2025.100.2120.433
ERMBackbone=Crossformer, Method Category=Base2025.100.2540.427
GroupDROBackbone=Crossformer, Method Category=Concept Drift Method2025.100.2780.453
VRExBackbone=Crossformer, Method Category=Concept Drift Method2025.100.3140.486
TimeMixerHorizon=962026.050.3750.4
FEDformer2026.050.3760.419
STAIRHorizon=962026.050.3820.389
TimesNetHorizon=962026.050.3840.402
iTransformerHorizon=962026.050.3860.405
DLinearHorizon=962026.050.3860.4
PatchTSTHorizon=962026.050.4140.419
CrossformerHorizon=962026.050.4230.448
TimeMixerHorizon=1922026.050.4290.421
STAIRHorizon=1922026.050.4330.42
TimesNetHorizon=1922026.050.4360.429
DLinearHorizon=1922026.050.4370.432
iTransformerHorizon=1922026.050.4410.436
Autoformer2026.050.4490.459
PatchTSTHorizon=1922026.050.460.445
CrossformerHorizon=1922026.050.4710.474
STAIRHorizon=3362026.050.4770.446
TiDEHorizon=962026.050.4790.464
DLinearHorizon=3362026.050.4810.459
TimeMixerHorizon=3362026.050.4840.458
STAIRHorizon=7202026.050.4860.479
iTransformerHorizon=3362026.050.4870.458
TimesNetHorizon=3362026.050.4910.469
UniTS + CMZero-shot=true, Forecasting Horizon=New, CM (Channel Matrix)=true2024.100.4920.463
UniTSZero-shot=true, Forecasting Horizon=New2024.100.4950.463
TimeMixerHorizon=7202026.050.4980.482
PatchTSTHorizon=7202026.050.50.488
PatchTSTHorizon=3362026.050.5010.466
iTransformerHorizon=7202026.050.5030.491
DLinearHorizon=7202026.050.5190.516
TimesNetHorizon=7202026.050.5210.5
TiDEHorizon=1922026.050.5250.492
STNP2026.050.5390.487
STNP2026.050.5390.487
TiDEHorizon=3362026.050.5650.515
CrossformerHorizon=3362026.050.570.546
TiDEHorizon=7202026.050.5940.558
CrossformerHorizon=7202026.050.6530.621
TETNP2026.050.7230.639
TNP2026.050.81.106
Reformer2026.050.8370.728
Informer2026.050.8650.713
LogTrans2026.050.8780.74
BANP2026.051.0020.757
CNP2026.051.0610.779
BNP2026.051.0670.794
SConvCNP2026.051.1050.827
CANP2026.051.1060.798
NP2026.051.110.807
ConvCNP2026.051.1390.837
ANP2026.051.1820.82