Yifan Zhang

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I am Yifan Zhang (εΌ  艺凑). I am currently a ph.D. student at SoC, National University of Singapore, working in the UbiComp Lab under the supervision of Prof. Brian Lim.
My research interests include Explainable Artificial Intelligence and Human-Computer Interaction.
Specifically, I aim to improve the interpretability of complex machine-learning models using human-centered principles. By leveraging natural language explanations, clear visualizations, and intuitive interactions, I strive to enhance interpretability and reduce cognitive overload.

Publications

  • Yufan Cai, Yun Lin, Chenyan Liu, Jinglian Wu, Yifan Zhang, Yiming Liu, Yeyun Gong, and Jin Song Dong.
    On-the-Fly Adapting Code Summarization on Trainable Cost-Effective Language Models. NeurIPS'23
  • Xianglin Yang, Yun Lin, Yifan Zhang, Linpeng Huang, Jin Song Dong and Hong Mei.
    DeepDebugger: An Interactive Time-Travelling Debugging Approach for Deep Classifiers. FSE'23
  • Ruofan Liu, Yun Lin, Yifan Zhang, Penn Han Lee, and Jin Song Dong.
    Knowledge Expansion and Counterfactual Interaction for Reference-Based Phishing Detection. USENIX'23
  • Xuezhi Song, Yun Lin, Yijian Wu, Yifan Zhang, Xin Peng, Jin Song Dong, and Hong Mei.
    RegMiner: Mining Replicable Regression Dataset from Code Repositories. FSE'22(demo track)

Work Experience

  • Research Assistant | @ National University of Singapore | πŸ‡ΈπŸ‡¬ Singapore, Aug. 2022- now

  • Software Engineer | @ Glodon Technology Co., Ltd | πŸ‡¨πŸ‡³ Beijing | Shanghai, Jun. 2020 - Jun.2022

  • Software Engineer (intern) | @ Shanghai TouchPal Information Technology Co., Ltd. | πŸ‡¨πŸ‡³ Shanghai, Mar. 2019- Aug.2019

Last Updated: 2023-09