Publications

publications by categories in reversed chronological order.

2023

  1. T-ITS
    Traffic Prediction With Missing Data: A Multi-Task Learning Approach
    Ao Wang, Yongchao Ye, Xiaozhuang Song, and 2 more authors
    IEEE Transactions on Intelligent Transportation Systems, 2023
  2. T-ITS
    Traffic Prediction With Transfer Learning: A Mutual Information-Based Approach
    Yunjie Huang, Xiaozhuang Song, Yuanshao Zhu, and 2 more authors
    IEEE Transactions on Intelligent Transportation Systems, 2023

2022

  1. NeurIPS
    Efficient and effective multi-task grouping via meta learning on task combinations
    Xiaozhuang Song, Shun Zheng, Wei Cao, and 2 more authors
    NeurIPS, 2022
  2. NeurIPS
    The CityLearn Challenge 2022: Overview, Results, and Lessons Learned
    Top 5 Winner
    NeurIPS Competition Track, 2022

2021

  1. TSTNet: a sequence to sequence transformer network for spatial-temporal traffic prediction
    Xiaozhuang Song, Ying Wu, and Chenhan Zhang
    In ICANN 2021, 2021
  2. Complicating the social networks for better storytelling: An empirical study of Chinese historical text and novel
    Chenhan Zhang, Qingpeng Zhang, Shui Yu, and 2 more authors
    IEEE Transactions on Computational Social Systems, 2021
  3. ITSC
    Learn travel time distribution with graph deep learning and generative adversarial network
    Xiaozhuang Song, Chenhan Zhang, and JQ James
    In 2021 IEEE International Intelligent Transportation Systems Conference (ITSC), 2021
  4. ITSC
    Transfer learning in traffic prediction with graph neural networks
    Yunjie Huang, Xiaozhuang Song, Shiyao Zhang, and 1 more author
    2021

2020

  1. ITSC
    Multimix: A multi-task deep learning approach for travel mode identification with few gps data
    Xiaozhuang Song, Christos Markos, and JQ James
    In 2020 IEEE 23rd International Conference on Intelligent Transportation Systems (ITSC), 2020