YIFAN ZHANG

I am Yifan ZHANG. 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(XAI) and Human-Computer Interaction(HCI). Specifically, I focus on designing and developing interpretable machine learning (ML) models and explainable AI techniques to enhance the transparency of complex decision-making and prediction processes. By applying human-centered principles, I strive to provide explanations that are cognitively friendly, thereby improving overall interpretability.

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 | 🇸🇬 Singapore, Aug. 2022- now

• Software Engineer | @ Glodon Technology Co., Ltd | 🇨🇳 Beijing | Shanghai, Jun. 2020 - Jun.2022

• Software Engineer (intern) | @ Shanghai TouchPal Information Technology Co., Ltd. | 🇨🇳 Shanghai, Mar. 2019- Aug.2019

Teaching 🎓

• CS3244 Machine Learning | Teaching Assistant @ National University of Singapore | Sem 1 AY2024/2025