Author

Yu-Xia Zhang

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Open access Oct 2026

Enhancing LLM-Based Bug Reproduction via Code Entity Retrieval and Test Case Repair

Automated bug reproduction from bug reports is a critical yet challenging step in software debugging. While LLM-based bug reproduction shows promise, its effectiveness is often hampered by insufficient contextual awareness of the relevant codebase and a tendency to produce invalid test cases. To address these limitatio...

Hao Ding, Yan-Jie Jiang, Yu-Xia Zhang et al. · 0 citations

Jul 2026

An Empirical Study for Android-to-OpenHarmony GUI Test Migration

An enhanced approach based on ITeM is proposed, referred as ITeM-HM, which incorporates specific OpenHarmony system features and achieves a 214% success-rate relative improvement over the original ITeM, which is primarily hindered by OpenHarmony-specific characteristics.

Ya-Kun Zhang, Xinjia Chen, Yiyun Chen et al. · arXiv.org · 0 citations