Xiao Liu

Tsinghua University. (shawliu9 [at] gmail.com)

Hi, my name is Xiao Liu (刘潇). I am a graduate student in Computer Science at Tsinghua University, supervised by Prof. Jie Tang. My major research interests include machine learning, knowledge graphs and data mining.

Currently I am seeking for approaches to construct large-scale knowledge graphs in an unsupervised or self-supervised fashion (i.e., without human supervision). Constructing knowledge graphs have been a central challenge for decades in my field, and thanks to the boosting pre-trained models and self-supervised learning, this goal could be achieved soon.

selected publications

  1. GPT Understands, Too
    Liu, Xiao, Zheng, Yanan, Du, Zhengxiao, Ding, Ming, Qian, Yujie, Yang, Zhilin, and Tang, Jie
    arXiv preprint arXiv:2103.10385 2021
  2. Language Models are Open Knowledge Graphs
    Wang, Chenguang, Liu, Xiao, and Song, Dawn
    arXiv preprint arXiv:2010.11967 2020
  3. TKDE
    Self-supervised Learning: Generative or Contrastive
    Liu, Xiao, Zhang, Fanjin, Hou, Zhenyu, Mian, Li, Wang, Zhaoyu, Zhang, Jing, and Tang, Jie
    IEEE Transactions on Knowledge and Data Engineering 2021
    PDF
  4. TKDE
    OAG_know: Self-supervised Learning for Linking Knowledge Graphs
    Liu, Xiao, Mian, Li, Dong, Yuxiao, Zhang, Fanjin, Zhang, Jing, Tang, Jie, Zhang, Peng, Gong, Jibing, and Wang, Kuansan
    IEEE Transactions on Knowledge and Data Engineering 2021
    PDF
  5. SIGKDD
    Oag: Toward linking large-scale heterogeneous entity graphs
    Zhang, Fanjin, Liu, Xiao, Tang, Jie, Dong, Yuxiao, Yao, Peiran, Zhang, Jie, Gu, Xiaotao, Wang, Yan, Shao, Bin, Li, Rui, and others,
    In Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining 2019
    PDF