Linyi Han

Linyi Han

Ph.D. candidate at Tianjin University, specializing in software vulnerability analysis.

Linyi Han’s Academic Homepage

Personal Information

  • Name: Linyi Han
  • Institution: Tianjin University
  • College: The College of Intelligence and Computing
  • Contact: hanly2 [ at ] tju [Dot] edu [Dot] cn

Academic Background

  • Education: Ph.D. Candidate at Tianjin University (2021–2025)
  • Research Focus: Software Engineering, with an emphasis on vulnerability analysis and management using machine learning and Large Language Models (LLMs).

Mentors

  • Primary Supervisor: Xiaowang Zhang, at Tianjin University
  • Co-Supervisors:
    • Zhenchang Xing, at CSIRO’s Data61 and Australian National University
    • Shidong Pan, at Columbia University and New York University

Research Areas & Focus

  • Research Areas: Software Engineering, Vulnerability Management, Machine Learning
  • Research Goal: To improve vulnerability identification and management in software development through machine learning and Large Language Models (LLM), focusing on vulnerability analysis and information management.

Publication

  • Linyi Han, Shidong Pan, Zhenchang Xing, Jiamou Sun, Sofonias Yitagesu, Xiaowang Zhang, Zhiyong Feng (2025). Do Chase Your Tail! Missing Key Aspects Augmentation in Textual Vulnerability Descriptions of Long-tail Software through Feature Inference. IEEE Transactions on Software Engineering.
  • Linyi Han, Hang Li, Xiaowang Zhang, Zhiyong Feng (2025). UCLP: Unsupervised Classification of Key Aspects in Vulnerability Descriptions through Label Profile. Journal of Software: Evolution and Process.
  • Linyi Han, Dongshun He, Xiaowang Zhang, Zhiyong Feng (2025). Completion of Phrase-based Concepts in Vulnerability Descriptions Through 1-Hop Relationship. IEEE Transactions on Reliability.
  • Sofonias Yitagesu, Zhenchang Xing, Xiaowang Zhang, Zhiyong Feng, Tingting Bi, Linyi Han, Xiaohong Li (2025). Systematic Literature Review on Software Security Vulnerability Information Extraction. ACM Transactions on Software Engineering and Methodology
  • Jinrui Zhang, Linyi Han, Xiaowang Zhang (2024). KFC-QR: A Knowledge Fusion Constraint Method Based on Query Retrieval for CPE prediction. ISWC (Posters/Demos/Industry).
  • Sofonias Yitagesu, Zhenchang Xing, Xiaowang Zhang, Zhiyong Feng, Xiaohong Li, Linyi Han (2023). Extraction of Phrase-based Concepts in Vulnerability Descriptions through Unsupervised Labeling. ACM Transactions on Software Engineering and Methodology
  • Shaojuan Wu, Yunjie Wu, Linyi Han, Ya Liu, Jiarui Zhang, Ziqiang Chen, Xiaowang Zhang, Zhiyong Feng (2022). Structure-sensitive semantic matching for aggregate question answering over knowledge base. Journal of Web Semantics
  • Sofonias Yitagesu, Zhenchang Xing, Xiaowang Zhang, Zhiyong Feng, Xiaohong Li, Linyi Han (2021). Unsupervised Labeling and Extraction of Phrase-based Concepts in Vulnerability Descriptions. ASE