3 papers
cs.SE2026
QuanForge: A Mutation Testing Framework for Quantum Neural Networks
Minqi Shao, Shangzhou Xia, Jianjun Zhao
With the growing synergy between deep learning and quantum computing, Quantum Neural Networks (QNNs) have emerged as a promising paradigm by leveraging quantum parallelism and enta…
quant-ph2026
A Methodological Analysis of Empirical Studies in Quantum Software Testing
Yuechen Li, Minqi Shao, Jianjun Zhao +1
In quantum software engineering (QSE), quantum software testing (QST) has attracted increasing attention as quantum software systems grow in scale and complexity. Since QST evaluat…
quant-ph2024
Assessing Superposition-Targeted Coverage Criteria for Quantum Neural Networks
Minqi Shao, Jianjun Zhao
Quantum Neural Networks (QNNs) have achieved initial success in various tasks by integrating quantum computing and neural networks. However, growing concerns about their reliabilit…