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ResearchFormerly WizWand

Channel-wise Asynchronous Long-Term Multivariate Forecasting on ETT1

0.335CMSECTF
0.329160.368580.4080.44742Jun 10, 2025
Updated 8mo ago

Evaluation results

MethodLinks
CTFPrediction Length=192, Approach=Channel-Dependent2025.060.3350.37
TimeFilterPrediction Length=192, Approach=Channel-Dependent2025.060.340.371
PatchTSTPrediction Length=192, Approach=Channel-Independent2025.060.3430.374
DLinearPrediction Length=192, Approach=Channel-Independent2025.060.3520.373
TimeXerPrediction Length=192, Approach=Channel-Dependent2025.060.3540.381
DUETPrediction Length=192, Approach=Channel-Dependent2025.060.3550.382
CrossGNNPrediction Length=192, Approach=Channel-Dependent2025.060.3550.373
iTrans.Prediction Length=192, Approach=Channel-Dependent2025.060.3560.384
TimeMixer++Prediction Length=192, Approach=Channel-Independent2025.060.3630.389
CTFPrediction Length=336, Approach=Channel-Dependent2025.060.3640.39
PatchTSTPrediction Length=336, Approach=Channel-Independent2025.060.3780.397
TimesNetPrediction Length=192, Approach=Channel-Independent2025.060.3880.407
Hi-PatchPrediction Length=192, Approach=Irregular modeling2025.060.3960.422
tPatchGNNPrediction Length=192, Approach=Irregular modeling2025.060.4130.44
CTFPrediction Length=768, Approach=Channel-Dependent2025.060.4280.43
PatchTSTPrediction Length=768, Approach=Channel-Independent2025.060.4350.443
CTFPrediction Length=1152, Approach=Channel-Dependent2025.060.4670.452
PatchTSTPrediction Length=1152, Approach=Channel-Independent2025.060.4810.457