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HUTFormer:Hierarchical U-Net transformer for long-term traffic forecastingOA

HUTFormer:Hierarchical U-Net transformer for long-term traffic forecasting

Zezhi Shao;Yongjun Xu;Fei Wang;Tao Sun;Chengqing Yu;Yuchen Fang;Guangyin Jin;Zhulin An;Yang Liu;Xiaobo Qu

Institute of Computing Technology,Chinese Academy of Sciences,Beijing,100190,ChinaInstitute of Computing Technology,Chinese Academy of Sciences,Beijing,100190,ChinaSchool of Computer Science and Technology,University of Chinese Academy of Sciences,Beijing,100049,ChinaInstitute of Computing Technology,Chinese Academy of Sciences,Beijing,100190,ChinaSchool of Computer Science and Technology,University of Chinese Academy of Sciences,Beijing,100049,ChinaInstitute of Computing Technology,Chinese Academy of Sciences,Beijing,100190,ChinaInstitute of Computing Technology,Chinese Academy of Sciences,Beijing,100190,ChinaSchool of Computer Science and Technology,University of Chinese Academy of Sciences,Beijing,100049,ChinaSchool of Computer Science and Engineering,University of Electronic Science and Technology of China,Chengdu,610054,ChinaDepartment of Planning,Design,and Technology of Architecture,Sapienza University of Rome,Rome,00196,Italy

Traffic condition forecastingLong-term time series forecastingMultivariate time series forecasting

Traffic condition forecastingLong-term time series forecastingMultivariate time series forecasting

《交通研究通讯(英文)》 2025 (4)

87-101,15

This work is supported by National Natural Science Foundation of China(Grant Nos.62502505 and 62372430),and the Youth Innovation Promotion Association,Chinese Academy of Sciences(Grant No.2023112).

10.1016/j.commtr.2025.100218

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