Ruilin Xie (谢瑞麟)

Ruilin Xie (谢瑞麟)

Southeast University

I am a Ph.D. student at Southeast University, supervised by Professor Bixin Li. I received my Master’s degree from Beijing Information Science and Technology University, under the supervision of Professor Zhanqi Cui.

My research interests include SE4AI, trustworthy AI, and LLM safety. If you are interested in my research, please feel free to contact me. 🙌

🔥 News

  • 2024.11:  🎉🎉 One paper is accepted by TOSEM.

📝 Publications

TOSEM (CCF-A)
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IATT: Interpretation Analysis-based Transferable Test Generation for Convolutional Neural Networks

Ruilin Xie, Xiang Chen, Qifan He, Bixin Li, Zhanqi Cui

  • Proposes a new test scenario for black-box CNN models. In this scenario, the testing method generates transferable test inputs for the BTM by analyzing a WSM with similar functionalities to the target black-box model.
  • Proposes an IATT method for the new testing scenario. By iteratively optimizing the trans ferability and realism of the test inputs, the test inputs generated by IATT can be effectively test models with different model structures, training sets, or task domains.

🖥️Code

  • 软件学报   IADT: 基于解释分析的深度神经网络差分测试

    谢瑞麟, 崔展齐, 陈翔, 李莉. 软件学报, 2024. (中文CCF-A)

    📃Paper

  • 软件学报   IATG: 基于解释分析的自动驾驶软件测试方法

    谢瑞麟, 崔展齐, 陈翔, 郑丽伟. 软件学报, 2024. (中文CCF-A)

    📃Paper

  • 软件学报   DeepRanger:覆盖制导的深度森林测试方法

    崔展齐, 谢瑞麟, 陈翔, 刘秀磊, 郑丽伟. 软件学报, 2023. (中文CCF-A, 导师一作)

    📃Paper

  • 计算机研究与发展   基于可解释性分析的深度神经网络优化方法

    吴欢欢, 谢瑞麟, 乔塬心, 陈翔, 崔展齐. 计算机研究与发展, 2024. (中文CCF-A)

    📃Paper

  • DSA   Testing Coverage Criteria for Deep Forests

    Ruilin Xie, Zhanqi Cui, Minghua Jia, Yuan Wen and Baoshui Hao. 2019 6th International Conference on Dependable Systems and Their Applications (DSA), 2020. (EI)

    📃Paper

  • SMC   Perturbing and Backtracking based Textual Adversarial Attack

    Yuanxin Qiao, Ruilin Xie, Songcheng Xie and Zhanqi Cui. 2024 IEEE International Conference on Systems, Man, and Cybernetics (SMC), 2024. (CCF-C)

    📃Paper

  • QRS   DeepIA: An Interpretability Analysis based Test Data Generation Method for DNN

    Qifan He, Ruilin Xie, Li Li, Zhanqi Cui. the IEEE 23rd IEEE International Conference on Software Quality, Reliability, and Security (QRS), 2023. (CCF-C)

    📃Paper

  • SMC   MOBTAG: Multi-objective Optimization based Textual Adversarial Example Generation

    Yuanxin Qiao, Ruilin Xie, Li Li, Qifan He, Zhanqi Cui. the IEEE International Conference on Systems, Man, and Cybernetics (SMC), 2023. (CCF-C)

    📃Paper

  • SANER Workshop   SICUP: A Comment Updating Approach based on Structural Information

    Shifan Liu, Zhanqi Cui*, Ruilin Xie. 1st International Workshop on Software Engineering & Deep Learning(SE&DL), co-located with SANER 2023. (EI)

    📃Paper

🎖 Honors and Awards

  • 2024 Beijing’s Outstanding Master’s Degree Graduates
  • 2024 Outstanding Graduation Thesis.
  • 2023 Graduate National Scholarship.
  • 2023 Graduate Academic Scholarship Third Prize.
  • 2023 High‑Level Academic Paper Award Second Prize.
  • 2022 Graduate Academic Scholarship First Prize.
  • 2022 Graduate Outstanding Research Achievement Award.

📖 Educations

  • 2024.06 - (now), PhD in Software Engineering, Southeast University.
  • 2021.09 - 2024.06, Master in Computer Technology, Beijing Information Science and Technology University.
  • 2015.06 - 2019.09, Undergraduate in Software Engineering. Beijing Information Science and Technology University.