Mingzhou Liu

Mingzhou Liu

I am a fourth-year PhD student in computer science at Peking University, where I am advised by Prof. Yizhou Wang. I obtained my bachelor's degree in electrical engineering from Zhiyuan Honors Program, Shanghai Jiao Tong University.

My current research interest lies in the intersection of causality and machine learning. In particular, I focus on developing causal discovery theories, and utilizing the recovered causal knowledge to enhance the robustness of learning algorithms.

My email: liumingzhou [at] stu.pku.edu.cn

Publications

  • Causal Discovery via Conditional Independence Testing with Proxy Variables
    Mingzhou Liu, Xinwei Sun, Yu Qiao, and Yizhou Wang
    International Conference on Machine Learning (ICML), 2024

  • Causal Discovery from Subsampled Time Series with Proxy Variables
    Mingzhou Liu, Xinwei Sun, Lingjing Hu, and Yizhou Wang
    Conference on Neural Information Processing Systems (NeurIPS), 2023

  • Which Invariance Should We Transfer? A Causal Minimax Learning Approach
    Mingzhou Liu, Xiangyu Zheng, Xinwei Sun, Fang Fang, and Yizhou Wang
    International Conference on Machine Learning (ICML), 2023

  • CA-Net: Leveraging Contextual Features for Lung Cancer Prediction
    Mingzhou Liu, Fandong Zhang, Xinwei Sun, Yizhou Yu, and Yizhou Wang
    Medical Image Computing and Computer Assisted Intervention (MICCAI), 2021