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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

交通研究通讯（英文）2025，Vol.5Issue(4)：87-101,15.

交通研究通讯（英文）2025，Vol.5Issue(4)：87-101,15.DOI:10.1016/j.commtr.2025.100218

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

Zezhi Shao ¹Yongjun Xu ¹Fei Wang ²Tao Sun ¹Chengqing Yu ²Yuchen Fang ¹Guangyin Jin ¹Zhulin An ²Yang Liu ³Xiaobo Qu⁴

作者信息

1. Institute of Computing Technology,Chinese Academy of Sciences,Beijing,100190,China
2. School of Computer Science and Technology,University of Chinese Academy of Sciences,Beijing,100049,China
3. School of Computer Science and Engineering,University of Electronic Science and Technology of China,Chengdu,610054,China
4. Department of Planning,Design,and Technology of Architecture,Sapienza University of Rome,Rome,00196,Italy
折叠

摘要

关键词

Traffic condition forecasting/Long-term time series forecasting/Multivariate time series forecasting

Key words

Traffic condition forecasting/Long-term time series forecasting/Multivariate time series forecasting

引用本文复制引用

Zezhi Shao,Yongjun Xu,Fei Wang,Tao Sun,Chengqing Yu,Yuchen Fang,Guangyin Jin,Zhulin An,Yang Liu,Xiaobo Qu..HUTFormer:Hierarchical U-Net transformer for long-term traffic forecasting[J].交通研究通讯（英文）,2025,5(4):87-101,15.

基金项目

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). （Grant Nos.62502505 and 62372430）

交通研究通讯（英文）

ISSN：2772-4247

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