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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

Mutation analysis assesses a test suite's adequacy by measuring its ability to detect small artificial faults, systematically seeded into the tested program. Mutation analysis is considered one of the strongest test-adequacy criteria.…

软件工程 · 计算机科学 2021-03-01 Goran Petrović , Marko Ivanković , Gordon Fraser , René Just

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

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

Context: Mutation Testing (MT) is an important tool in traditional Software Engineering (SE) white-box testing. It aims to artificially inject faults in a system to evaluate a test suite's capability to detect them, assuming that the test…

软件工程 · 计算机科学 2023-01-16 Florian Tambon , Foutse Khomh , Giuliano Antoniol

Software-managed heterogeneous memory (HM) provides a promising solution to increase memory capacity and cost efficiency. However, to release the performance potential of HM, we face a problem of data management. Given an application with…

性能 · 计算机科学 2019-09-12 Jie Ren , Jiaolin Luo , Kai Wu , Minjia Zhang , Dong Li

Software testing is an expensive process, which is vital in the industry. Construction of the test-data in software testing requires the major cost and to decide which method to use in order to generate the test data is important. This…

软件工程 · 计算机科学 2016-11-25 Arash Mehrmand , Robert Feldt

Mutation testing is a powerful technique for assessing and improving test suite quality that artificially introduces bugs and checks whether the test suites catch them. However, it is also computationally expensive and thus does not scale…

软件工程 · 计算机科学 2023-09-06 Kush Jain , Uri Alon , Alex Groce , Claire Le Goues

Mutation analysis has many applications, such as assessing the quality of test cases, fault localization, test input generation, security analysis, etc. Such applications involve running test suite against a large number of program mutants…

软件工程 · 计算机科学 2021-02-24 Ali Ghanbari , Andrian Marcus

Mutation testing is an effective but time consuming method for gauging the quality of a test suite. It functions by repeatedly making changes, called mutants, to the source code and checking whether the test suite fails (i.e., whether the…

软件工程 · 计算机科学 2018-09-13 Serena Chen

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

Mutation testing may be used to guide test case generation and as a technique to assess the quality of test suites. Despite being used frequently, mutation testing is not so commonly applied in the mobile world. One critical challenge in…

We propose a new test case prioritization technique that combines both mutation-based and diversity-based approaches. Our diversity-aware mutation-based technique relies on the notion of mutant distinguishment, which aims to distinguish one…

软件工程 · 计算机科学 2018-01-24 Donghwan Shin , Shin Yoo , Mike Papadakis , Doo-Hwan Bae

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

Mutation testing is a standard technique to evaluate the quality of a test suite. Due to its computationally intensive nature, many approaches have been proposed to make this technique feasible in real case scenarios. Among these…

软件工程 · 计算机科学 2016-07-11 Ali Parsai , Alessandro Murgia , Serge Demeyer

Mutation analysis can provide valuable insights into both System Under Test (SUT) and its test suite. However, it is not scalable due to the cost of building and testing a large number of mutants. Predictive Mutation Testing (PMT) has been…

软件工程 · 计算机科学 2022-09-15 Jinhan Kim , Juyoung Jeon , Shin Hong , Shin Yoo

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

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 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

Mutation testing has been widely accepted as an approach to guide test case generation or to assess the effectiveness of test suites. Empirical studies have shown that mutants are representative of real faults; yet they also indicated a…

软件工程 · 计算机科学 2019-07-31 Michele Tufano , Cody Watson , Gabriele Bavota , Massimiliano Di Penta , Martin White , Denys Poshyvanyk
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