Hello~ I am Xinyi, a Ph.D. candidate at University College London (UCL), luckily supervised by Prof. Jing-Hao Xue. My research is mainly funded by CSC and UCL jointly. Before that, I received my master’s degree with honors in Computer Science from Xiamen University (XMU), fortunately supervised by Dr. Yang Lu. My main research interests lie in Collaborative Deep Learning and Generalized Deep Learning under imperfect environments.

Research Interests

  • Collaborative deep learning
    • Federated Learning
  • Generalized Deep Learning
    • Long-tailed Learning
    • Out-of-distribution Generalization
    • Underspecification Data
  • Data Efficiency
    • Dataset Distillation


  • Email: xinyi.shang.23 [at] ucl.ac.uk
  • Github: https://github.com/shangxinyi/
  • Google Scholar: https://scholar.google.com/

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Academic Service

  • Reviewers: TNNLS, NeurIPS2022,