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ResearchFormerly WizWand

Channel-wise Asynchronous Long-Term Multivariate Forecasting on CHS

0.103CMSECTF
0.083480.215240.3470.47876Jun 10, 2025
Updated 8mo ago

Evaluation results

MethodLinks
CTFPrediction Length=120, Approach=Channel-Dependent2025.060.1030.062
PatchTSTPrediction Length=120, Approach=Channel-Independent2025.060.1290.065
CTFApproach=Channel-Dependent2025.060.2850.126
tPatchGNNApproach=Irregular modeling2025.060.2940.125
TimeMixer++Approach=Channel-Independent2025.060.2960.129
TimeXerApproach=Channel-Dependent2025.060.2980.128
CrossGNNApproach=Channel-Dependent2025.060.2980.139
Hi-PatchApproach=Irregular modeling2025.060.3010.129
TimeFilterApproach=Channel-Dependent2025.060.3040.129
iTrans.Approach=Channel-Dependent2025.060.3050.132
DUETApproach=Channel-Dependent2025.060.3070.133
PatchTSTApproach=Channel-Independent2025.060.3150.132
TimesNetApproach=Channel-Independent2025.060.330.14
DLinearApproach=Channel-Independent2025.060.3510.248
CTFPrediction Length=840, Approach=Channel-Dependent2025.060.5550.216
PatchTSTPrediction Length=840, Approach=Channel-Independent2025.060.5910.226