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Related papers: Goal-Oriented Mutation Testing with Focal Methods

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An oracle is a mechanism to decide whether the outputs of the program for the executed test cases are correct. For machine learning programs, such oracle is not available or too difficult to apply. Metamorphic testing is a testing approach…

Software Engineering · Computer Science 2022-09-02 Madhusudan Srinivasan , Upulee Kanewala

Automated unit test case generation tools facilitate test-driven development and support developers by suggesting tests intended to identify flaws in their code. Existing approaches are usually guided by the test coverage criteria,…

Software Engineering · Computer Science 2021-05-24 Michele Tufano , Dawn Drain , Alexey Svyatkovskiy , Shao Kun Deng , Neel Sundaresan

In this paper we apply mutation testing in an in-time fashion, i.e., across multiple project releases. Thus, we investigate how the mutants of the current version behave in the future versions of the programs. We study the characteristics…

Software Engineering · Computer Science 2025-01-06 Jeongju Sohn , Ezekiel Soremekun , Michail Papadakis

Metamorphic testing (MT) is widely used for testing programs that face the oracle problem. It uses a set of metamorphic relations (MRs), which are relations among multiple inputs and their corresponding outputs to determine whether the…

Software Engineering · Computer Science 2021-09-22 Madhusudan Srinivasan , Upulee Kanewala

Recent advances in automated test generation utilises language models to produce unit tests. While effective, language models tend to generate many incorrect tests with respect to both syntax and semantics. Although such incorrect tests can…

Software Engineering · Computer Science 2025-07-25 Michael Konstantinou , Renzo Degiovanni , Jie M. Zhang , Mark Harman , Mike Papadakis

Coverage guided fuzzing (CGF) is an effective testing technique which has detected hundreds of thousands of bugs from various software applications. It focuses on maximizing code coverage to reveal more bugs during fuzzing. However, a…

Software Engineering · Computer Science 2022-05-03 Ruixiang Qian , Quanjun Zhang , Chunrong Fang , Lihua Guo

Test Case Prioritization (TCP) is an increasingly important regression testing technique for reordering test cases according to a pre-defined goal, particularly as agile practices gain adoption. To better understand these techniques, we…

Software Engineering · Computer Science 2018-06-27 Qi Luo , Kevin Moran , Lingming Zhang , Denys Poshyvanyk

Quantum software testing has attracted interest in recent years, prompting the development of various techniques to automate the testing of quantum software. These techniques generate test cases that must be assessed for their effectiveness…

Software Engineering · Computer Science 2026-04-20 Eñaut Mendiluze Usandizaga , Thomas Laurent , Paolo Arcaini , Shaukat Ali

Dynamically Adaptive Systems modify their behav- ior and structure in response to changes in their surrounding environment and according to an adaptation logic. Critical sys- tems increasingly incorporate dynamic adaptation capabilities;…

Software Engineering · Computer Science 2012-05-28 Alexandre Bartel , Benoit Baudry , Freddy Munoz , Jacques Klein , Tejeddine Mouelhi , Yves Le Traon

One form of type checking used in gradually typed language is transient type checking: whenever an object 'flows' through code with a type annotation, the object is dynamically checked to ensure it has the methods required by the…

Programming Languages · Computer Science 2019-09-13 Isaac Oscar Gariano , Richard Roberts , Stefan Marr , Michael Homer , James Noble

Test case maintainability is an important concern, especially in open source and distributed development environments where projects typically have high contributor turnover with varying backgrounds and experience, and where code ownership…

Software Engineering · Computer Science 2019-10-01 Danielle Gonzalez , Joanna C. S. Santos , Andrew Popovich , Mehdi Mirakhorli , Mei Nagappan

Refactoring is an activity that improves the internal structure of the code without altering its external behavior. When performed on the production code, the tests can be used to verify that the external behavior of the production code is…

Software Engineering · Computer Science 2015-06-25 Ali Parsai , Alessandro Murgia , Quinten David Soetens , Serge Demeyer

Testing software is often costly due to the need of mass-producing test cases and providing a test oracle for it. This is often referred to as the oracle problem. One method that has been proposed in order to alleviate the oracle problem is…

Machine Learning · Computer Science 2020-02-19 Adrian Wildandyawan , Yasuharu Nishi

In modern software development change-based testing plays a crucial role. However, as codebases expand and test suites grow, efficiently managing the testing process becomes increasingly challenging, especially given the high frequency of…

Test-based automated program repair has been a prolific field of research in software engineering in the last decade. Many approaches have indeed been proposed, which leverage test suites as a weak, but affordable, approximation to program…

We study few-shot debugging of transformer based natural language understanding models, using recently popularized test suites to not just diagnose but correct a problem. Given a few debugging examples of a certain phenomenon, and a…

Computation and Language · Computer Science 2022-04-14 Christopher Malon , Kai Li , Erik Kruus

Python is one of the fastest-growing programming languages and currently ranks as the top language in many lists, even recently overtaking JavaScript as the top language on GitHub. Given its importance in data science and machine learning,…

Software Engineering · Computer Science 2025-02-10 Idriss Abdelmadjid , Robert Dyer

Computerized Adaptive Testing (CAT) offers an efficient and personalized method for assessing examinee proficiency by dynamically adjusting test questions based on individual performance. Compared to traditional, non-personalized testing…

Modern programming languages (e.g., Java and C#) provide features to separate error-handling code from regular code, seeking to enhance software comprehensibility and maintainability. Nevertheless, the way exception handling (EH) code is…

Software Engineering · Computer Science 2021-05-04 Luan P. Lima , Lincoln S. Rocha , Carla I. M. Bezerra , Matheus Paixao

Regression testing of software is a crucial but time-consuming task, especially in the context of user interface (UI) testing where multiple microservices must be validated simultaneously. Test case prioritization (TCP) is a cost-efficient…

Software Engineering · Computer Science 2024-08-02 Hieu Huynh , Nhu Pham , Tien N. Nguyen , Vu Nguyen
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