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Mutant selection refers to the problem of choosing, among a large number of mutants, the (few) ones that should be used by the testers. In view of this, we investigate the problem of selecting the fault revealing mutants, i.e., the mutants…

软件工程 · 计算机科学 2018-11-06 Thierry Titcheu Chekam , Mike Papadakis , Tegawendé Bissyandé , Yves Le Traon , Koushik Sen

Mutation analysis measures test suite adequacy, the degree to which a test suite detects seeded faults: one test suite is better than another if it detects more mutants. Mutation analysis effectiveness rests on the assumption that mutants…

软件工程 · 计算机科学 2016-11-09 Miltiadis Allamanis , Earl T. Barr , René Just , Charles Sutton

Mutation testing is the state-of-the-art technique for assessing the fault detection capacity of a test suite. Unfortunately, a full mutation analysis is often prohibitively expensive. The CppCheck project for instance, demands a build time…

软件工程 · 计算机科学 2022-11-01 Sten Vercammen , Serge Demeyer , Markus Borg , Niklas Pettersson , Görel Hedin

When software evolves, opportunities for introducing faults appear. Therefore, it is important to test the evolved program behaviors during each evolution cycle. We conduct an exploratory study to investigate the properties of…

软件工程 · 计算机科学 2021-12-30 Milos Ojdanic , Ezekiel Soremekun , Renzo Degiovanni , Mike Papadakis , Yves Le Traon

Evaluating software engineering capabilities has become a core component of modern large language models (LLMs); however, the key bottleneck hindering further scaling lies not in the scarcity of high-quality solutions, but in the lack of…

软件工程 · 计算机科学 2026-05-22 Yuxuan Sun , Yuze Zhao , Yufeng Wang , Yao Du , Zhiyuan Ma , Jinbo Wang , Mengdi Zhang , Kai Zhang , Zhenya Huang

Unit tests play a vital role in uncovering potential faults in software. While tools like EvoSuite focus on maximizing code coverage, recent advances in large language models (LLMs) have shifted attention toward LLM-based test generation.…

软件工程 · 计算机科学 2026-04-17 Guancheng Wang , Qinghua Xu , Lionel Briand , Kui Liu

Mutation analysis is a powerful technique for assessing test-suite adequacy, yet conventional approaches suffer from generating redundant, equivalent, or non-executable mutants. These challenges are particularly amplified in…

软件工程 · 计算机科学 2026-02-16 Pablo Valle , Shaukat Ali , Aitor Arrieta

Various proxy metrics for test quality have been defined in order to guide developers when writing tests. Code coverage is particularly well established in practice, even though the question of how coverage relates to test quality is a…

软件工程 · 计算机科学 2021-03-15 Goran Petrović , Marko Ivanković , Gordon Fraser , René Just

Mutation testing has been demonstrated to be one of the most powerful fault-revealing tools in the tester's tool kit. Much previous work implicitly assumed it to be sufficient to re-compute mutant suites per release. Sadly, this makes…

软件工程 · 计算机科学 2022-12-23 Milos Ojdanic , Mike Papadakis , Mark Harman

Smart Contracts are software programs that are deployed and executed within a blockchain infrastructure. Due to their immutable nature, directly resulting from the specific characteristics of the deploying infrastructure, smart contracts…

软件工程 · 计算机科学 2021-05-11 Morena Barboni , Andrea Morichetta , Andrea Polini

Mutation testing was proposed to identify weaknesses in test suites by repeatedly generating artificially faulty versions of the software (mutants) and determining if the test suite is sufficient to detect them (kill them). When the tests…

软件工程 · 计算机科学 2024-11-18 Hang Du , Vijay Krishna Palepu , James A. Jones

Mutation testing is an approach to check the robustness of test suites. The program code is slightly changed by mutations to inject errors. A test suite is robust enough if it finds such errors. Tools for mutation testing usually integrate…

软件工程 · 计算机科学 2024-04-23 Christoph Bockisch , Gabriele Taentzer , Daniel Neufeld

We introduce SeMu, a Dynamic Symbolic Execution technique that generates test inputs capable of killing stubborn mutants (killable mutants that remain undetected after a reasonable amount of testing). SeMu aims at mutant propagation…

软件工程 · 计算机科学 2020-01-10 Thierry Titcheu Chekam , Mike Papadakis , Maxime Cordy , Yves Le Traon

Background. Many mutation reduction strategies, which aim to reduce the number of mutants, have been proposed. Problem. It is important to measure the ability of a mutation reduction strategy to maintain test suite effectiveness evaluation.…

软件工程 · 计算机科学 2021-02-08 Peng Zhang , Yang Wang , Xutong Liu , Yanhui Li , Yibao Yang , Ziyuan Wang , Xiaoyu Zhou , Lin Chen , Yuming Zhou

The most common representation in evolutionary computation are bit strings. This is ideal to model binary decision variables, but less useful for variables taking more values. With very little theoretical work existing on how to use…

神经与进化计算 · 计算机科学 2016-04-13 Benjamin Doerr , Carola Doerr , Timo Kötzing

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

Diversity has been proposed as a key criterion to improve testing effectiveness and efficiency.It can be used to optimise large test repositories but also to visualise test maintenance issues and raise practitioners' awareness about waste…

软件工程 · 计算机科学 2020-10-20 Francisco Gomes de Oliveira Neto , Felix Dobslaw , Robert Feldt

Background: Test flakiness is identified as a major issue that compromises the regression testing process of complex software systems. Flaky tests manifest non-deterministic behaviour, send confusing signals to developers, and break their…

软件工程 · 计算机科学 2021-04-16 Sarra Habchi , Maxime Cordy , Mike Papadakis , Yves Le Traon

To assess the quality of a test suite, one can rely on mutation testing, which computes whether the overall test cases are adequately exercising the covered lines. However, this high level of granularity may overshadow the quality of…

软件工程 · 计算机科学 2022-03-25 Victor Veloso , Andre Hora

Context: Performance regressions negatively impact execution time and memory usage of software systems. Nevertheless, there is a lack of systematic methods to evaluate the effectiveness of performance test suites. Performance mutation…