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ResearchFormerly WizWand

Multivariate Time Series Forecasting on ETTh1 v1 (test)

0.426MAEDLinear + FAN
0.42080.45590.4910.5261Sep 30, 2024Jan 7, 2025Apr 17, 2025Jul 25, 2025Nov 2, 2025Feb 9, 2026May 20, 2026
Updated 5mo ago

Evaluation results

MethodLinks
DLinear + FANBackbone=DLinear, Normalization=FAN, Horizon=962024.090.4260.362
SCINet + FANBackbone=SCINet, Normalization=FAN, Horizon=962024.090.4270.362
DLinear + RevINBackbone=DLinear, Normalization=RevIN, Horizon=962024.090.4280.375
FITSPrediction Horizon={96, 192, 336, 720}, Look-back window=962026.050.4290.439
Dynamic TMoEPrediction Horizon={96, 192, 336, 720}, Look-back window=962026.050.430.429
SCINet + SANBackbone=SCINet, Normalization=SAN, Horizon=962024.090.4310.37
DLinear + SANBackbone=DLinear, Normalization=SAN, Horizon=962024.090.4320.37
DLinear + Dish-TSBackbone=DLinear, Normalization=Dish-TS, Horizon=962024.090.4330.375
ST-MTMPrediction Horizon={96, 192, 336, 720}, Look-back window=962026.050.4330.432
Informer + FANBackbone=Informer, Normalization=FAN, Horizon=962024.090.4340.367
SCINet + Dish-TSBackbone=SCINet, Normalization=Dish-TS, Horizon=962024.090.4380.382
SCINet + RevINBackbone=SCINet, Normalization=RevIN, Horizon=962024.090.4380.38
RAFTPrediction Horizon={96, 192, 336, 720}, Look-back window=962026.050.4380.432
TimeMixerPrediction Horizon={96, 192, 336, 720}, Look-back window=962026.050.440.447
PatchTSTPrediction Horizon={96, 192, 336, 720}, Look-back window=962026.050.4410.451
TFPSPrediction Horizon={96, 192, 336, 720}, Look-back window=962026.050.4430.448
FEDFormer + FANBackbone=FEDFormer, Normalization=FAN, Horizon=962024.090.4440.378
TimesNetPrediction Horizon={96, 192, 336, 720}, Look-back window=962026.050.450.458
DLinearPrediction Horizon={96, 192, 336, 720}, Look-back window=962026.050.4520.459
FEDformerPrediction Horizon={96, 192, 336, 720}, Look-back window=962026.050.460.44
FEDFormer + SANBackbone=FEDFormer, Normalization=SAN, Horizon=962024.090.4910.453
Informer + SANBackbone=Informer, Normalization=SAN, Horizon=962024.090.4980.466
FEDFormer + Dish-TSBackbone=FEDFormer, Normalization=Dish-TS, Horizon=962024.090.5090.517
Informer + RevINBackbone=Informer, Normalization=RevIN, Horizon=962024.090.5210.511
FEDFormer + RevINBackbone=FEDFormer, Normalization=RevIN, Horizon=962024.090.5230.539
Informer + Dish-TSBackbone=Informer, Normalization=Dish-TS, Horizon=962024.090.5560.549