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Multivariate long-term forecasting on Weather standard (test)

0.241MSETimeXer
0.237120.263310.28950.31569Feb 29, 2024

Evaluation results

MethodLinks
TimeXerlook-back length L=96, prediction lengths S={96, 192, 336, 720}2024.020.2410.271
iTransformerlook-back length L=96, prediction lengths S={96, 192, 336, 720}2024.020.2580.278
PatchTSTlook-back length L=96, prediction lengths S={96, 192, 336, 720}2024.020.2590.281
Crossformerlook-back length L=96, prediction lengths S={96, 192, 336, 720}2024.020.2590.315
TimesNetlook-back length L=96, prediction lengths S={96, 192, 336, 720}2024.020.2590.287
DLinearlook-back length L=96, prediction lengths S={96, 192, 336, 720}2024.020.2650.317
TiDElook-back length L=96, prediction lengths S={96, 192, 336, 720}2024.020.2710.32
RLinearlook-back length L=96, prediction lengths S={96, 192, 336, 720}2024.020.2720.291
SCINetlook-back length L=96, prediction lengths S={96, 192, 336, 720}2024.020.2920.363
Autoformerlook-back length L=96, prediction lengths S={96, 192, 336, 720}2024.020.3380.382