collaborators

7 papers

cs.SE2026

NFR-to-Code Traceability in a Blockchain-IoT System: An Empirical Study

Yifei Wang, Jacky Keung, Xiaoxue Ma +2

Requirement-to-Code traceability has been widely studied, yet existing research and public benchmarks remain largely centered on functional requirements (FRs). In contrast, traceab…

cs.SE2026

R2Code: A Self-Reflective LLM Framework for Requirements-to-Code Traceability

Yifei Wang, Jacky Keung, Xiaoxue Ma +3

Accurate requirement-to-code traceability is crucial for software maintenance. However, existing IR- and embedding-based methods are heavily dependent on lexical similarity, often…

cs.SE2025

Chart2Code-MoLA: Efficient Multi-Modal Code Generation via Adaptive Expert Routing

Yifei Wang, Jacky Keung, Zhenyu Mao +2

Chart-to-code generation is a critical task in automated data visualization, translating complex chart structures into executable programs. While recent Multi-modal Large Language…

cs.SE2025

Towards Requirements Engineering for GenAI-Enabled Software: Bridging Responsibility Gaps through Human Oversight Requirements

Zhenyu Mao, Jacky Keung, Yicheng Sun +3

Context: Responsibility gaps, long-recognized challenges in socio-technical systems where accountability becomes diffuse or ambiguous, have become increasingly pronounced in GenAI-…

cs.SE2025

Towards Engineering Multi-Agent LLMs: A Protocol-Driven Approach

Zhenyu Mao, Jacky Keung, Fengji Zhang +3

The increasing demand for software development has driven interest in automating software engineering (SE) tasks using Large Language Models (LLMs). Recent efforts extend LLMs into…

cs.CR2025

Hybrid Privacy Policy-Code Consistency Check using Knowledge Graphs and LLMs

Zhenyu Mao, Xinxin Fan, Yifei Wang +2

The increasing concern in user privacy misuse has accelerated research into checking consistencies between smartphone apps' declared privacy policies and their actual behaviors. Re…