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P2 New visions on metamorphic testing after a quarter of a century of inception

蜕变测试诞生四分之一世纪后的新愿景
FSE Proceedings of the 29th ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software Engineering2021匹配度 1/10 · 该论文是蜕变测试(metamorphic testing)25周年的愿景综述,属于软件测试领域,与用户关注静态分析、LLM/Agent 与程序分析交叉、浮点程序分析及贝叶斯程序分析等核心方向没有直接关联。引用 19 inbox
Tsong Yueh Chen, T. H. Tse
crossref: 2026-09-12

AI 速览

一句话:总结蜕变测试25年发展,提出未来七大愿景,涵盖测试用例生成、集成、理论化及跨领域应用。

蜕变测试(MT)自提出已约四分之一世纪,正逐渐被学术界与工业界接受。本文基于其研究结果、应用与扩展,提出对未来发展的若干愿景:蜕变关系(MR)将成为测试用例生成技术的实用补充,而不再仅用于缓解测试预言问题;MT 将不再是孤立方法,而能与其他方法便捷集成;MT 与 MR 将超越软件测试乃至验证,MR 可超越算法必要性质;MT 研究将从经验研究走向理论基础;MT 将为软件测试及其他学科带来新概念;MR 还将超越传统方法缓解可靠测试集问题。这些愿景旨在帮助研究者探索未来十年的挑战与机遇。

问题
蜕变测试提出约25年后,需要总结其洞见并展望未来,以指导该领域在下一个十年的研究挑战与机遇。
方法
作为愿景/立场论文,作者基于蜕变测试已有研究结果、应用与扩展,归纳并提出关于蜕变关系、集成、理论化与跨领域发展的若干未来愿景。
评估
本文不报告新的实验评估,而是通过综合性论述与愿景陈述来论证蜕变测试的发展方向;这些愿景旨在启发后续研究。
原文摘要(Abstract)

Metamorphic testing (MT) was introduced about a quarter of a century ago. It is increasingly being accepted by researchers and the industry as a useful testing technique. The studies, research results, applications, and extensions of MT have given us many insights and visions for its future. Our visions include: MRs will be a practical means to top up test case generation techniques, beyond the alleviation of the test oracle problem; MT will not only be a standalone technique, but conveniently integrated with other methods; MT and MRs will evolve beyond software testing, or even beyond verification; MRs may be anything that you can imagine, beyond the necessary properties of algorithms; MT research will be beyond empirical studies and move toward a theoretical foundation; MT will not only bring new concepts to software testing but also new concepts to other disciplines; MRs will alleviate the reliable test set problem beyond traditional approaches. These visions may help researchers explore the challenges and opportunities for MT in the next decade.

链接与引用

DOI 原文 ·

BibTeX
@inproceedings{paperbot6291,
  title = {New visions on metamorphic testing after a quarter of a century of inception},
  author = {Tsong Yueh Chen and T. H. Tse},
  booktitle = {FSE},
  year = {2021},
  doi = {10.1145/3468264.3473136}
}