Zhongchuan Sun

Zhongchuan Sun

孙中川

About

I am currently an associate professor in the School of Computer Science and Technology, Zhengzhou University of Light Industry. I received the Ph.D. degree advised by Prof. Yangdong Ye from Zhengzhou University in 2023. My research focuses on developing novel machine learning and deep learning methods for recommender systems, which aim to provide personalized and intelligent services for users based on their preferences and behaviors. I have published several papers in top journals including IEEE Transactions on Cybernetics, IEEE Transactions on Systems, Man, and Cybernetics: Systems, IEEE Transaction on Industrial Informatics, Information Sciences, and SCIENTIA SINICA Informationis (in Chinese).

Publications

  • Attentive Adversarial Collaborative Filtering.
    Zhongchuan Sun, Bin Wu, Shizhe Hu, Mingming Zhang, and Yangdong Ye.
    IEEE Transactions on Systems, Man, and Cybernetics: Systems (TSMC), 2023. (中科院1区 SCI, IF: 11.471) [pdf] [code]

  • Learning from the Future: Light Cone Modeling for Sequential Recommendation.
    Zhongchuan Sun, Bin Wu, Yifan Chen, and Yangdong Ye.
    IEEE Transactions on Cybernetics (TCYB), 2022. (中科院1区 SCI, IF: 19.118) [pdf] [code]

  • Sequential Graph Collaborative Filtering.
    Zhongchuan Sun, Bin Wu, Youwei Wang, and Yangdong Ye.
    Information Sciences, 2022. (中科院1区 SCI, IF: 8.233) [pdf] [code]

  • APL: Adversarial Pairwise Learning for Recommender Systems.
    Zhongchuan Sun, Bin Wu, Yunpeng Wu, and Yangdong Ye.
    Expert Systems With Applications, 2019. (中科院1区 SCI, IF: 8.665) [pdf] [code]

  • Deep Purified Feature Mining Model for Joint Named Entity Recognition and Relation Extraction.
    Youwei Wang, Ying Wang, Zhongchuan Sun, Yinghao Li, Shizhe Hu, and Yangdong Ye.
    Information Processing \& Management, 2023. (中科院1区 SCI, IF: 8.6) [pdf]

  • Graph Gating-mixer for Sequential Recommendation.
    Bin Wu, Xun Su, Jing Liang, Zhongchuan Sun, Lihong Zhong, and Yangdong Ye.
    Expert Systems With Applications, 2023. (中科院1区 SCI, IF: 8.5) [code]

  • Self-Supervised Temporal Autoencoder for Egocentric Action Segmentation.
    Mingming Zhang, Dong liu, Shizhe Hu, Xiaoqiang Yan, Zhongchuan Sun, and Yangdong Ye.
    Engineering Applications of Artificial Intelligence, 2023. (中科院2区 SCI, IF: 8.0) [pdf]

  • ATM: An Attentive Translation Model for Next-Item Recommendation.
    Bin Wu, Xiangnan He, Zhongchuan Sun, Liang Chen, and Yangdong Ye.
    IEEE Transactions on Industrial Informatics (TII), 2020. (中科院1区 SCI, IF: 11.648) [pdf]

  • Gating Augmented Capsule Network for Sequential Recommendation.
    Qi Zhang, Bin Wu, Zhongchuan Sun, and Yangdong Ye.
    Knowledge-based Systems, 2022. (中科院1区 SCI, IF: 8.139) [pdf] [code]

  • Fine-grained Modeling User Interests for Sequential Recommendation.
    Qi Zhang, Bin Wu, Zhongchuan Sun, and Yangdong Ye.
    SCIENTIA SINICA Informationis (in Chinese), 2022. [pdf]

  • Co-pairwise Ranking Model for Item Recommendation.
    Bin Wu, Yun Chen, Zhongchuan Sun, and Yangdong Ye.
    Journal on Communications (in Chinese), 2019. [pdf]

Patents

  • 叶阳东, 孙中川, 吴宾, 吴云鹏. 一种基于成对对抗训练的推荐模型的方法, 2018112651073. 已授权
  • 叶阳东, 孙中川, 吴宾. 一种基于对抗模型的推荐方法, 2020100447222. 已授权

Honors

  • National Scholarship for Graduate Students (博士研究生国家奖学金), 2022
  • Excellent Master Dissertation of Henan Province (河南省优秀硕士学位论文), 2020
  • Excellent Graduate of Henan Province (河南省优秀应届毕业生), 2019
  • Excellent Master Dissertation of Zhengzhou University (郑州大学优秀硕士学位论文), 2019
  • Excellent Graduate of Zhengzhou University (郑州大学优秀应届毕业研究生), 2019年
  • Outstanding Achievement Award of Zhengzhou University (郑州大学研究生优秀成果奖), 2018
  • National Encouragement Scholarship (国家励志奖学金), 2014 and 2015