中文
相关论文

相关论文: Assessing and Improving the Mutation Testing Pract…

200 篇论文

With the increasing release of powerful language models trained on large code corpus (e.g. CodeBERT was trained on 6.4 million programs), a new family of mutation testing tools has arisen with the promise to generate more "natural" mutants…

软件工程 · 计算机科学 2023-03-09 Aayush Garg , Renzo Degiovanni , Mike Papadakis , Yves Le Traon

Mutation testing is a widely recognized technique for assessing and enhancing the effectiveness of software test suites by introducing deliberate code mutations. However, its application often results in overly large test suites, as…

软件工程 · 计算机科学 2025-05-12 Mohamed Salah Bouafif , Mohammad Hamdaqa , Edward Zulkoski

Mutation testing can help minimize the delivery of faulty software. Therefore, it is a recommended practice for developing embedded software in safety-critical cyber-physical systems (CPS). However, state-of-the-art mutation testing…

软件工程 · 计算机科学 2025-07-04 Jaekwon Lee , Fabrizio Pastore , Lionel Briand

A mutant is a program obtained by syntactically modifying a program's source code; an equivalent mutant is a mutant, which is functionally equivalent to the original program. Mutants are primarily used in \emph{mutation testing}, and when…

软件工程 · 计算机科学 2018-07-04 Jorge López , Natalia Kushik , Nina Yevtushenko

Developers are increasingly using services such as Dependabot to automate dependency updates. However, recent research has shown that developers perceive such services as unreliable, as they heavily rely on test coverage to detect conflicts…

软件工程 · 计算机科学 2021-09-27 Joseph Hejderup , Georgios Gousios

One of the critical phases in software development is software testing. Testing helps with identifying potential bugs and reducing maintenance costs. The goal of automated test generation tools is to ease the development of tests by…

软件工程 · 计算机科学 2023-09-01 Arghavan Moradi Dakhel , Amin Nikanjam , Vahid Majdinasab , Foutse Khomh , Michel C. Desmarais

Mutation testing research has indicated that a major part of its application cost is due to the large number of low utility mutants that it introduces. Although previous research has identified this issue, no previous study has proposed any…

软件工程 · 计算机科学 2022-03-02 Aayush Garg , Milos Ojdanic , Renzo Degiovanni , Thierry Titcheu Chekam , Mike Papadakis , Yves Le Traon

In the field of mutation analysis, mutation is the systematic generation of mutated programs (i.e., mutants) from an original program. The concept of mutation has been widely applied to various testing problems, including test set…

软件工程 · 计算机科学 2016-01-26 Donghwan Shin , Doo-Hwan Bae

Large Language Models (LLMs) can generate plausible test code. Intuitively they generate this by imitating tests seen in their training data, rather than reasoning about execution semantics. However, such reasoning is important when…

软件工程 · 计算机科学 2025-03-12 Philipp Straubinger , Marvin Kreis , Stephan Lukasczyk , Gordon Fraser

Mutation analysis has long been used in classical software testing and has recently been adopted for assessing the robustness of quantum software testing techniques. However, existing studies assume ideal, noiseless execution, overlooking…

软件工程 · 计算机科学 2026-05-14 Sophie Fortz , Eñaut Mendiluze Usandizaga , Shaukat Ali , Paolo Arcaini , Mohammad Reza Mousavi

Automatic identification of the differences between two versions of a file is a common and basic task in several applications of mining code repositories. Git, a version control system, has a diff utility and users can select algorithms of…

软件工程 · 计算机科学 2019-10-18 Yusuf Sulistyo Nugroho , Hideaki Hata , Kenichi Matsumoto

Software testing is the important phase of software development process. But, this phase can be easily missed by software developers because of their limited time to complete the project. Since, software developers finish their software…

软件工程 · 计算机科学 2010-02-11 Mrs. R. Jeevarathinam , Dr. Antony Selvadoss Thanamani

Deep learning (DL) defines a new data-driven programming paradigm where the internal system logic is largely shaped by the training data. The standard way of evaluating DL models is to examine their performance on a test dataset. The…

软件工程 · 计算机科学 2018-08-16 Lei Ma , Fuyuan Zhang , Jiyuan Sun , Minhui Xue , Bo Li , Felix Juefei-Xu , Chao Xie , Li Li , Yang Liu , Jianjun Zhao , Yadong Wang

Mutation testing is an effective approach to evaluate and strengthen software test suites, but its adoption is currently limited by the mutants' execution computational cost. Several strategies have been proposed to reduce this cost (a.k.a.…

软件工程 · 计算机科学 2021-03-15 Giovani Guizzo , Federica Sarro , Jens Krinke , Silvia Regina Vergilio

Mutation testing can help reduce the risks of releasing faulty software. For such reason, it is a desired practice for the development of embedded software running in safety-critical cyber-physical systems (CPS). Unfortunately,…

软件工程 · 计算机科学 2023-08-17 Jaekwon Lee , Enrico Viganò , Oscar Cornejo , Fabrizio Pastore , Lionel Briand

Higher-order mutation has the potential for improving major drawbacks of traditional first-order mutation, such as by simulating more realistic faults or improving test optimization techniques. Despite interest in studying promising…

软件工程 · 计算机科学 2020-04-07 Chu-Pan Wong , Jens Meinicke , Leo Chen , João P. Diniz , Christian Kästner , Eduardo Figueiredo

Fault seeding is typically used in controlled studies to evaluate and compare test techniques. Central to these techniques lies the hypothesis that artificially seeded faults involve some form of realistic properties and thus provide…

软件工程 · 计算机科学 2021-12-30 Milos Ojdanic , Aayush Garg , Ahmed Khanfir , Renzo Degiovanni , Mike Papadakis , Yves Le Traon

Fuzzing is an important method to discover vulnerabilities in programs. Despite considerable progress in this area in the past years, measuring and comparing the effectiveness of fuzzers is still an open research question. In software…

软件工程 · 计算机科学 2023-07-26 Philipp Görz , Björn Mathis , Keno Hassler , Emre Güler , Thorsten Holz , Andreas Zeller , Rahul Gopinath

Despite its massive popularity as a programming language, especially in novel domains like data science programs, there is comparatively little research about fault localization that targets Python. Even though it is plausible that several…

软件工程 · 计算机科学 2024-10-03 Mohammad Rezaalipour , Carlo A. Furia

Mutation testing has shown great promise in assessing the effectiveness of test suites while exhibiting additional applications to test-case generation, selection, and prioritization. Traditional mutation testing typically utilizes a set of…