About me

I’m currently a Ph.D. candidate (2020 Fall - Now) in Computer Science and Engineering at the University of Notre Dame, advised by Prof. Fanny Ye. Before that, I received my M.S. degree from The Ohio State University, advised by Prof. Ping Zhang, and my B.S. degree from Xidian University.

My research field lies in graph machine learning and its application. Specifically, I enjoy doing research on semi-supervised and self-supervised representation learning via graph neural networks.

News

  • [2023.10] I will serve as a PC member for WWW’24.
  • [2023.07] One paper is accepted by CIKM’23.
  • [2023.06] I will join Amazon SCOT as an applied scientist intern.
  • [2023.05] One paper is accepted by ICML’23.
  • [2023.01] One paper is accepted by ICLR’23.
  • [2022.10] One paper is accepted by WSDM’23.

Selected Publications

[Full List] [Google Scholar]

(* stands for equal contribution)

  • A Multi-Modality Framework for Drug-Drug Interaction Prediction by Harnessing Multi-source Data
    Qianlong Wen, Jiazheng Li, Chuxu Zhang, Yanfang Ye
    [CIKM’23] The ACM International Conference on Information and Knowledge Management

  • When sparsity meets contrastive models: less graph data can bring better class-balanced representations
    Chunhui Zhang, Chao Huang, Yijun Tian, Qianlong Wen, Zhongyu Ouyang, Youhuan Li, Yanfang Ye, Chuxu Zhang
    [ICML’23] International Conference on Machine Learning

  • Multi-task Self-supervised Graph Neural Networks Enable Stronger Task Generalization
    Mingxuan Ju, Tong Zhao, Qianlong Wen, Wenhao Yu, Neil Shah, Yanfang Ye, Chuxu Zhang
    [ICLR’23] International Conference on Learning Representations

  • Self-Supervised Graph Structure Refinement for Graph Neural Networks
    Jianan Zhao*, Qianlong Wen*, Mingxuan Ju, Yanfang Ye, Chuxu Zhang
    [WSDM’23] The ACM International Conference on Web Search and Data Mining

  • Disentangled Dynamic Heterogeneous Graph Learning for Opioid Overdose Prediction
    Qianlong Wen, Zhongyu Ouyang, Jianfei Zhang, Yiyue Qian, Yanfang Ye, Chuxu Zhang
    [KDD’22] The ACM SIGKDD Conference on Knowledge Discovery and Data Mining

  • Gophormer: Ego-Graph Transformer for Node Classification
    Jianan Zhao*, Chaozhuo Li, Qianlong Wen*, Yiqi Wang, Yuming Liu, Hao Sun, Xing Xie, Yanfang Ye
    Arxiv Preprint, 2021

  • Multi-view Self-supervised Heterogeneous Graph Embedding
    Jianan Zhao, Qianlong Wen, Shiyu Sun, Yanfang Ye, Chuxu Zhang
    [ECML/PKDD’21] European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases

Contact

  • Email: qwen [at] nd [dot] edu
  • Office: 247 Fitzpatrick Hall of Engineering
  • Location: University of Notre Dame, Notre Dame, IN 46565