3 papers
cs.SE2026
Bidirectional Empowerment of Metamorphic Testing and Large Language Models: A Systematic Survey
Zheng Zheng, Zenghui Zhou, Yinwang Xu +2
Large language models (LLMs) have introduced substantial challenges to software quality assurance due to their generative, probabilistic, and open-ended nature, which intensifies t…
cs.SE2025
PSALM: applying Proportional SAmpLing strategy in Metamorphic testing
Zenghui Zhou, Pak-Lok Poon, Zheng Zheng +1
Metamorphic testing (MT) alleviates the oracle problem by checking metamorphic relations (MRs) across multiple test executions. The fault detection effectiveness of MT is influence…
cs.SE2025
Code Comments for Quantum Software Development Kits: An Empirical Study on Qiskit
Zenghui Zhou, Yuechen Li, Yi Cai +4
Quantum computing is gaining attention from academia and industry. With the quantum Software Development Kits (SDKs), programmers can develop quantum software to explore the power…