Xin Yin (ๆฎท้ซ) is the second-year Ph.D. student at Zhejiang University, supervised by Prof. Chao Ni. I also obtained Bachelorโs degree at Central South University.
My research interest includes Software Testing, Software Security, and Software Analytics. I have published papers at the top international conferences such as FSE/ISSTA. I developed a few well-known approaches including:
- SVulD and MVulD: vulnerability detection
- ThinkRepair: program repair
- Rectifier: code translation
In 2024, I lead or participate in the following research topics:
- Software Testing: unit test generation
- Large Language Models (LLMs): knowledge editing
๐ฅ News
- 2024.07: ย ๐ One paper was accepted by ISSTA 2024!
- 2023.05: ย ๐ One paper was accepted by FSE 2023!
- 2023.03: ย ๐ One paper was accepted by ICPC 2023!
- 2022.11: ย ๐ One paper was accepted by ISPA 2022!
๐ Publications
Preprints
- Enhancing Discriminative Tasks by Guiding the Pre-trained Language Model with Large Language Modelโs Experience, Xin Yin, Chao Ni, Xiaodan Xu, Xinrui Li, Xiaohu Yang, Arxiv
- Learning-based Models for Vulnerability Detection: An Extensive Study, Chao Ni, Liyu Shen, Xiaodan Xu, Xin Yin, Shaohua Wang, Arxiv
- Rectifier: Code Translation with Corrector via LLMs, Xin Yin, Chao Ni, Tien N. Nguyen, Shaohua Wang, Xiaohu Yang, Arxiv
- Multitask-based Evaluation of Open-Source LLM on Software Vulnerability, Xin Yin, Chao Ni, Shaohua Wang, Arxiv
Peer-Reviewed
- ThinkRepair: Self-Directed Automated Program Repair, Xin Yin, Chao Ni, Shaohua Wang, Zhenhao Li, Limin Zeng, Xiaohu Yang, ISSTA 2024, CCF-A
- Distinguishing Look-Alike Innocent and Vulnerable Code by Subtle Semantic Representation Learning and Explanation, Chao Ni, Xin Yin, Kaiwen Yang, Dehai Zhao, Zhenchang Xing, Xin Xia, FSE 2023, CCF-A
- FVA: Assessing Function-Level Vulnerability by Integrating Flow-Sensitive Structure and Code Statement Semantic, Chao Ni, Liyu Shen, Wei Wang, Xiang Chen, Xin Yin, Lexiao Zhang, ICPC 2023, CCF-B
- Spatio-temporal aware knowledge graph embedding for recommender systems, Liu Yang, Xin Yin, Jun Long, Tingxuan Chen, Jie Zhao, Wenti Huang, ISPA 2022, CCF-C
๐ Educations
- 2022.09 - Present, Ph.D. student, Zhejiang University.
- 2018.09 - 2022.06, Bachelor, Central South University.
๐ป Internships
- 2024.06 - Present, State Key Laboratory of Blockchain and Data Security, Hangzhou.
- 2023.07 - 2023.10, Software Engineering Application Technology Lab at Huawei, Hangzhou.