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Related papers: Mutation Analysis with Execution Taints

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Mutation analysis evaluates test suites and testing techniques by measuring how well they detect seeded defects (mutants). Even though well established in research, mutation analysis is rarely used in practice due to scalability problems…

Software Engineering · Computer Science 2013-03-13 René Just , Michael D. Ernst , Gordon Fraser

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.…

Software Engineering · Computer Science 2021-03-01 Goran Petrović , Marko Ivanković , Gordon Fraser , René Just

Mutation analysis is a well-established technique for assessing test quality in the traditional software development paradigm by injecting artificial faults into programs. Its application to deep learning (DL) has expanded beyond classical…

Software Engineering · Computer Science 2025-12-19 Zaheed Ahmed , Philip Makedonski , Jens Grabowski

Mutation analysis has many applications, such as asserting the quality of test suites and localizing faults. One important bottleneck of mutation analysis is scalability. The latest work explores the possibility of reducing the redundant…

Software Engineering · Computer Science 2017-02-23 Bo Wang , Yingfei Xiong , Yangqingwei Shi , Lu Zhang , Dan Hao

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…

Software Engineering · Computer Science 2021-02-24 Ali Ghanbari , Andrian Marcus

Mutation testing is used to evaluate the effectiveness of test suites. In recent years, a promising variation called extreme mutation testing emerged that is computationally less expensive. It identifies methods where their functionality…

Software Engineering · Computer Science 2022-04-15 Maik Betka , Stefan Wagner

Mutation analysis is an effective technique to evaluate a test suite adequacy in terms of revealing unforeseen bugs in software. Traditional source- or IR-level mutation analysis is not applicable to the software only available in binary…

Software Engineering · Computer Science 2021-02-16 Mohsen Ahmadi , Pantea Kiaei , Navid Emamdoost

Security has become, nowadays, a major concern for the organizations as the majority of its applications are exposed to Internet, which increases the threats of security considerably. Thus, the solution is to improve tools and mechanisms to…

Cryptography and Security · Computer Science 2013-09-25 Mohammed Ennahbaoui , Said Elhajji

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…

Software Engineering · Computer Science 2016-11-09 Miltiadis Allamanis , Earl T. Barr , René Just , Charles Sutton

Many academic studies in the field of software testing rely on mutation testing to use as their comparison criteria. However, recent studies have shown that redundant mutants have a significant effect on the accuracy of their results. One…

Software Engineering · Computer Science 2018-09-10 Ali Parsai , Serge Demeyer

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…

Software Engineering · Computer Science 2018-01-24 Donghwan Shin , Shin Yoo , Mike Papadakis , Doo-Hwan Bae

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…

Software Engineering · Computer Science 2022-11-01 Sten Vercammen , Serge Demeyer , Markus Borg , Niklas Pettersson , Görel Hedin

Quantum machine learning integrates the strengths of quantum computing and machine learning, enabling models to learn complex features using fewer parameters than their classical counterparts. Due to the increasing complexity of quantum…

Quantum Physics · Physics 2026-05-04 Emma Andrews , Prabhat Mishra

Mutation testing is an effective technique for assessing the effectiveness of test suites by systematically injecting artificial faults into programs. However, existing mutation testing techniques fall short in capturing many types of…

Software Engineering · Computer Science 2026-01-28 Saba Alimadadi , Golnaz Gharachorlu

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…

Software Engineering · Computer Science 2023-07-26 Philipp Görz , Björn Mathis , Keno Hassler , Emre Güler , Thorsten Holz , Andreas Zeller , Rahul Gopinath

Mutation testing is a well-established technique for assessing a test suite's quality by injecting artificial faults into production code. In recent years, mutation testing has been extended to machine learning (ML) systems, and deep…

Software Engineering · Computer Science 2021-03-03 Annibale Panichella , Cynthia C. S. Liem

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…

Software Engineering · Computer Science 2023-01-16 Florian Tambon , Foutse Khomh , Giuliano Antoniol

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…

Software Engineering · Computer Science 2022-12-23 Milos Ojdanic , Mike Papadakis , Mark Harman

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…

Software Engineering · Computer Science 2024-11-18 Hang Du , Vijay Krishna Palepu , James A. Jones

Mutation testing can be used to assess the fault-detection capabilities of a given test suite. To this aim, two characteristics of mutation testing frameworks are of paramount importance: (i) they should generate mutants that are…

Software Engineering · Computer Science 2020-02-14 Michele Tufano , Jason Kimko , Shiya Wang , Cody Watson , Gabriele Bavota , Massimiliano Di Penta , Denys Poshyvanyk
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