Publications

2026

1. Preprint

   Finding Memory Leaks in C/C++ Programs via Neuro-Symbolic Augmented Static Analysis

   Huihui Huang, Jieke Shi , Bo Wang , Zhou Yang , and David Lo

   2026

   PDF Code
2. ACL’26 Main

   SecureVibeBench: Evaluating Secure Coding Capabilities of Code Agents with Realistic Vulnerability Scenarios

   Junkai Chen* , Huihui Huang*, Yunbo Lyu , Junwen An , Jieke Shi , Chengran Yang , Ting Zhang , Haoye Tian , Yikun Li , Zhenhao Li , Xin Zhou , Xing Hu , and David Lo

   In The 64th Annual Meeting of the Association for Computational Linguistics (ACL’26) , Jul 2026

   * Equal contribution

   PDF Code
3. TOSEM 2026

   Revisiting Vulnerability Patch Identification on Data in the Wild

   Ivana Clairine Irsan , Ratnadira Widyasari , Ting Zhang , Huihui Huang, Ferdian Thung , Yikun Li , Lwin Khin Shar , Eng Lieh Ouh , Hong Jin Kang , and David Lo

   ACM Transactions on Software Engineering and Methodology (TOSEM), 2026

   PDF
4. ICSE’26

   Out of Distribution, Out of Luck: How Well Can LLMs Trained on Vulnerability Datasets Detect Top 25 CWE Weaknesses?

   Yikun Li , Ngoc Tan Bui , Ting Zhang , Chengran Yang , Xin Zhou , Martin Weyssow , Jinfeng Jiang , Junkai Chen , Huihui Huang, Huu Hung Nguyen , Chiok Yew Ho , Jie Tan , Ruiyin Li , Yide Yin , Han Wei Ang , Frank Liauw , Eng Lieh Ouh , Lwin Khin Shar , and David Lo

   In The 48th International Conference on Software Engineering (ICSE’26) , Apr 2026

   PDF
5. ICSE’26 (NIER Track)

   PenForge: On-the-Fly Expert Agent Construction for Automated Penetration Testing

   Huihui Huang, Jieke Shi , Junkai Chen , Ting Zhang , Yikun Li , Chengran Yang , Eng Lieh Ouh , Lwin Khin Shar , and David Lo

   In The 48th International Conference on Software Engineering (ICSE’26, NIER Track) , Apr 2026

   PDF Code
6. ICSE’26

   Back to the Basics: Rethinking Issue-Commit Linking with LLM-Assisted Retrieval

   Huihui Huang, Ratnadira WIDYASARI , Ting Zhang , Ivana Clairine IRSAN , Jieke Shi , Han Wei Ang , Frank Liauw , Eng Lieh Ouh , Lwin Khin Shar , Hong Jin Kang , and David Lo

   In The 48th International Conference on Software Engineering (ICSE’26) , Apr 2026

   PDF Code

2025

1. Preprint

   R2Vul: Learning to Reason about Software Vulnerabilities with Reinforcement Learning and Structured Reasoning Distillation

   Martin Weyssow , Chengran Yang , Junkai Chen , Ratnadira Widyasari , Ting Zhang , Huihui Huang, Huu Hung Nguyen , Yan Naing Tun , Tan Bui , Yikun Li , Ang Han Wei , Frank Liauw , Eng Lieh Ouh , Lwin Khin Shar , and David Lo

   2025

   🔥 One of the top-liked papers in software engineering at alphaXiv

   PDF

2024

1. ICSE’24

   BinaryAI: Binary Software Composition Analysis via Intelligent Binary Source Code Matching

   Ling Jiang , Junwen An , Huihui Huang, Qiyi Tang , Sen Nie , Shi Wu , and Yuqun Zhang

   In The 46th International Conference on Software Engineering (ICSE’24) , Apr 2024

   Bib PDF Code Slides

   @inproceedings{jiang2024binaryai,
     author = {Jiang, Ling and An, Junwen and Huang, Huihui and Tang, Qiyi and Nie, Sen and Wu, Shi and Zhang, Yuqun},
     title = {BinaryAI: Binary Software Composition Analysis via Intelligent Binary Source Code Matching},
     booktitle = {The 46th International Conference on Software Engineering (ICSE'24)},
     year = {2024},
     month = apr,
     url = {https://dl.acm.org/doi/10.1145/3597503.3639100},
     doi = {10.1145/3597503.3639100}
   }