Zhou Zenghui (周增辉)

Zhou Zenghui (周增辉)

Beihang University · Beijing, China

About Me

I received my B.Eng. degree from the Shenyuan Honors College of Beihang University (北京航空航天大学沈元荣誉学院). I am currently a Ph.D. candidate in the School of Automation Science and Electrical Engineering (SASEE), Beihang University (北京航空航天大学自动化科学与电气工程学院), supervised by Prof. Zheng Zheng.

My research interests lie in Software Engineering and Trustworthy AI, with a particular focus on LLM Testing and Quantum Software Engineering (QSE).

To foster communication and collaboration, I am working on establishing a research community dedicated to LLM testing and QSE. If you are interested in these topics or have any ideas to share, please do not hesitate to contact me!

Education

  • 2020.09 – Present
    Ph.D. Candidate, School of Automation Science and Electrical Engineering (SASEE), Beihang University.
    Admitted to the Successive Master-Doctoral Program due to academic distinction. Supervised by Prof. Zheng Zheng, in collaboration with Prof. Tsong Yueh Chen (Swinburne University, IEEE Fellow).
  • 2015.09 – 2019.06
    B.Eng., Shenyuan Honors College, Beihang University.
    Shenyuan Honors College is an elite institute dedicated to the top students at Beihang University. Waived from the National Graduate Entrance Examination (Research Recommendation).

Experience

  • 2026.04 – Present
    Mobile OS Intern, ByteDance (字节跳动).
    Leading AI-driven test case generation from PRD documents. Built SenWorld, a persona-agent-based digital twin framework for high-fidelity downstream test data. Co-developing SmartTest Agent for autonomous test failure diagnosis and auto-fix.

News

Publications

Manuscripts Under Review

Code comments for quantum software development kits: An empirical study on Qiskit
TOSEM Zenghui Zhou, Y. Li, Y. Cai, J. Wen, X. Yu, Z. Zheng, B. Yin
PSALM: Applying proportional sampling strategy in metamorphic testing
TSE Zenghui Zhou, P.-L. Poon, Z. Zheng, X.-Y. Zhang
Bidirectional empowerment of metamorphic testing and large language models: A systematic survey
CSUR Zheng Zheng, Zenghui Zhou, Y. Xu, D. Ren, T.Y. Chen

Selected Publications

LGMT: Logic-grounded metamorphic testing for evaluating the reasoning reliability of LLMs
KBS 2026 Zenghui Zhou, M. Li, X. Fang, X. Zhou, W. Li, Z. Zheng
Evaluating the effectiveness of neuron coverage metrics: a metamorphic-testing approach
SQJ 2025 Zenghui Zhou, Pak-Lok Poon, Tsong Yueh Chen, Kun Qiu, Qinghua Zhou, Zheng Zheng
Is word order considered by foundation models? A comparative task-oriented analysis
ESA 2024 Qinghua Zhao, Jiaang Li, Junfeng Liu, Zhongfeng Kang, Zenghui Zhou
TraceNet: Tracing and locating the key elements in sentiment analysis
KBS 2023 Qinghua Zhao, Junfeng Liu, Zhongfeng Kang, Zenghui Zhou
DEEPSIM: Deep Semantic Information-Based Automatic Mandelbug Classification
TR 2022 Xiaoting Du, Zheng Zheng, Guanping Xiao, Zenghui Zhou, Kishor S. Trivedi
Follow-up Test Cases are Better Than Source Test Cases in Metamorphic Testing: A Preliminary Study
MET 2021 Zenghui Zhou, Zheng Zheng, Tsong Yueh Chen, Jinyi Zhou, Kun Qiu
Cross-project bug type prediction based on transfer learning
SQJ 2020 Xiaoting Du, Zenghui Zhou, Beibei Yin, Guanping Xiao

Research Projects

2020 – 2023
Algorithm Lead Automated Test Generation for Safety-Critical Embedded Software
Utilized State Charts to model intricate system behaviors and developed Search-based Algorithms to automatically identify test paths and generate test cases.
2021 – 2023
Core Researcher Reliability Simulation Platform for Distributed Network Systems
Developed a comprehensive simulation platform applying Markov Chains to model system states for real-time reliability prediction.
2019 – 2022
Core Researcher Automated Testing for Deep Learning Object Detection Systems
Built an automated testing framework for YOLO using Metamorphic Testing with custom image transformation operators.
2024 – Present
Open Source Response Letter LaTeX Template
A structured LaTeX Template for drafting response letters during peer-review with professional, aesthetic formatting.

Honors and Awards

Academic Honors & Titles

2025 City-level Merit Student of Beijing (北京市三好学生).
2019, 2022 University Outstanding Graduate Student / Excellent Graduate, Beihang University.
2021 School School Merit Student, SASEE, Beihang University.

Scholarships & Competitions

2019, 2020 University First Prize, Academic Excellence Scholarship, Beihang University.
2017 University First Prize, Scholarship for Academic Competitions, Beihang University.
2017 Competition Honorable Mention, Mathematical Contest in Modeling (MCM/ICM).

Leadership & Service Awards

2017, 2022, 2023 University Outstanding Student Leader, Beihang University.
2022 University Outstanding Member of the Communist Youth League, Beihang University.
2022, 2023 Service Outstanding Academic Counselor Award, Beihang University.

Academic Services

Conference & Workshop Service

PC Member AISQ 2025 (The 2nd International Workshop on Advanced Intelligent Software Applications).

Journal Reviewer

Reviewer Artificial Intelligence Review (Springer)
Reviewer Expert Systems with Applications (Elsevier)
Reviewer Scientific Reports (Nature Portfolio)

Leadership & Community Service

Leadership President of Beihang Toastmasters Club (2022 – 2023).
Leadership Director of Academic Support Center, SASEE, Beihang University (2021 – 2024).
Mentorship Academic Counselor, SASEE, BUAA (2021 – 2024).

Skills

PythonPyTorchTensorFlowC/C++MATLABMetamorphic TestingAutomated Test GenerationLLM EvaluationDockerLinux/ShellGitLaTeX