Huihui Huang

CS PhD candidate at Singapore Management University

HuihuiHuang_photo.jpg

I am a second-year PhD candidate in the Software Analytics Research (SOAR) group at the Singapore Management University (SMU), fortunate to be advised by Prof. David Lo (ACM and IEEE Fellow). I am also grateful to be mentored by Dr. Jieke Shi. Before starting my PhD, I completed my Bachelor’s degree at Southern University of Science and Technology (SUSTech), where I was mentored by Prof. Yuqun Zhang.

Contact: hh.huang.2024@phdcs.smu.edu.sg or hhhuang@smu.edu.sg

Research Interests:
  • Penetration testing
  • Vulnerability Detection
  • Software Traceability

News

Apr 07, 2026 🥳 Our paper SecureVibeBench: Evaluating Secure Coding Capabilities of Code Agents with Realistic Vulnerability Scenarios has been accepted to ACL 2026 Main Conference and recommended as Oral presentation!
Mar 12, 2026 🥳 Our paper Revisiting Vulnerability Patch Identification on Data in the Wild has been accepted to TOSEM!
Dec 17, 2025 🥳 Our paper Out of Distribution, Out of Luck: How Well Can LLMs Trained on Vulnerability Datasets Detect Top 25 CWE Weaknesses? has been accepted to ICSE 2026!
Dec 09, 2025 🎓 I pass my Qualifying Exam!
Dec 02, 2025 🥳 Our paper PenForge: On-the-Fly Expert Agent Construction for Automated Penetration Testing has been accepted to ICSE 2026 (NIER Track)!

Selected Publications

  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
  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
  3. 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
  4. ICSE’26