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ResearchFormerly WizWand

Multivariate Time Series Forecasting on ETTm1 v1 (test)

0.311MAEDLinear + SAN
0.305360.343430.38150.41957Sep 30, 2024Jan 7, 2025Apr 17, 2025Jul 25, 2025Nov 2, 2025Feb 9, 2026May 20, 2026
Updated 5mo ago

Evaluation results

MethodLinks
DLinear + SANBackbone=DLinear, Normalization=SAN, Horizon=962024.090.3110.335
DLinear + FANBackbone=DLinear, Normalization=FAN, Horizon=962024.090.3340.317
Dynamic TMoEPrediction Horizon={96, 192, 336, 720}, Look-back window=962026.050.3940.376
PatchTSTPrediction Horizon={96, 192, 336, 720}, Look-back window=962026.050.3950.381
TimeMixerPrediction Horizon={96, 192, 336, 720}, Look-back window=962026.050.3960.381
RAFTPrediction Horizon={96, 192, 336, 720}, Look-back window=962026.050.4010.382
ST-MTMPrediction Horizon={96, 192, 336, 720}, Look-back window=962026.050.4060.401
TimesNetPrediction Horizon={96, 192, 336, 720}, Look-back window=962026.050.4060.4
TFPSPrediction Horizon={96, 192, 336, 720}, Look-back window=962026.050.4070.395
FITSPrediction Horizon={96, 192, 336, 720}, Look-back window=962026.050.4080.414
DLinearPrediction Horizon={96, 192, 336, 720}, Look-back window=962026.050.410.406
FEDformerPrediction Horizon={96, 192, 336, 720}, Look-back window=962026.050.4520.448