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ResearchFormerly WizWand

Multivariate Time Series Forecasting on ETT Avg

0.321MSEDySCo
0.280160.555830.83151.10717Oct 10, 2023Mar 8, 2024Aug 6, 2024Jan 4, 2025Jun 3, 2025Nov 1, 2025Apr 1, 2026
Updated 7mo ago

Evaluation results

MethodLinks
DySCoBase Model=PatchTST2026.040.3210.362
DySCoBase Model=TimeMixer2026.040.3390.369
Basic(best)Base Model=PatchTST, Input Length=optimal among {96, 192, 336, 720, 1440, 2440}2026.040.3420.377
Basic(best)Base Model=TimeMixer, Input Length=optimal among {96, 192, 336, 720, 1440, 2440}2026.040.3570.389
DySCoBase Model=iTransformer2026.040.3570.374
Basic(best)Base Model=iTransformer, Input Length=optimal among {96, 192, 336, 720, 1440, 2440}2026.040.370.398
DySCoBase Model=Linear2026.040.3710.413
FISformerPrediction Lengths={96, 192, 336, 720}2026.030.3750.395
RLinearLookback length (T)=96, Prediction length (S)=96, 192, 336, 7202023.100.380.392
PatchTSTLookback length (T)=96, Prediction length (S)=96, 192, 336, 7202023.100.3810.397
iTransformerLookback length (T)=96, Prediction length (S)=96, 192, 336, 7202023.100.3830.399
iTransformerPrediction Lengths={96, 192, 336, 720}2026.030.3830.399
TimesNetLookback length (T)=96, Prediction length (S)=96, 192, 336, 7202023.100.3910.404
Basic(best)Base Model=Linear, Input Length=optimal among {96, 192, 336, 720, 1440, 2440}2026.040.3910.421
Basic(2440)Base Model=Linear, Input Length=24402026.040.4040.428
FedformerPrediction Lengths={96, 192, 336, 720}2026.030.4070.428
FEDformerLookback length (T)=96, Prediction length (S)=96, 192, 336, 7202023.100.4080.428
Basic(2440)Base Model=iTransformer, Input Length=24402026.040.4150.441
DLinearLookback length (T)=96, Prediction length (S)=96, 192, 336, 7202023.100.4420.444
Basic(2440)Base Model=TimeMixer, Input Length=24402026.040.4450.45
Basic(2440)Base Model=PatchTST, Input Length=24402026.040.4460.482
AutoformerLookback length (T)=96, Prediction length (S)=96, 192, 336, 7202023.100.4650.459
AutoformerPrediction Lengths={96, 192, 336, 720}2026.030.4650.459
StationaryLookback length (T)=96, Prediction length (S)=96, 192, 336, 7202023.100.4710.464
TiDELookback length (T)=96, Prediction length (S)=96, 192, 336, 7202023.100.4820.47
CrossformerLookback length (T)=96, Prediction length (S)=96, 192, 336, 7202023.100.6850.578
CrossformerPrediction Lengths={96, 192, 336, 720}2026.030.6850.578
SCINetLookback length (T)=96, Prediction length (S)=96, 192, 336, 7202023.100.6890.597
InformerPrediction Lengths={96, 192, 336, 720}2026.031.3420.859