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Estimating software testability can crucially assist software managers to optimize test budgets and software quality. In this paper, we propose a new approach that radically differs from the traditional approach of pursuing testability…

Software Engineering · Computer Science 2023-08-01 Luca Guglielmo , Leonardo Mariani , Giovanni Denaro

Synchronous systems provide a basic model of embedded systems and industrial systems are modeled as Simulink diagrams and/or Lustre programs. Although the test generation problem is critical in the development of safe systems, it often…

Software Engineering · Computer Science 2021-12-13 Daisuke Ishii , Takashi Tomita , Kenji Onishi , Toshiaki Aoki

As the laws have become more complicated and enormous, the role of software systems in navigating and understanding these intricacies has become more critical. Given their socio-economic and legally critical implications, ensuring software…

Software Engineering · Computer Science 2024-10-23 Saeid Tizpaz-Niari , Shiva Darian , Ashutosh Trivedi

Modelling and thus metamodelling have become increasingly important in Software Engineering through the use of Model Driven Engineering. In this paper we present a systematic literature review of instance generation techniques for…

Software Engineering · Computer Science 2012-11-30 Hao Wu , Rosemary Monahan , James F. Power

Refactoring tools in popular Integrated Development Environments (IDEs) can introduce unintended behavioral changes or compilation errors, a persistent challenge that undermines developer trust in automated transformations. Traditional…

Software Engineering · Computer Science 2026-05-05 Rohit Gheyi , Rian Melo , Jonhnanthan Oliveira , Marcio Ribeiro , Baldoino Fonseca

Testing is widely recognized as an important stage of the software development lifecycle. Effective software testing can provide benefits such as bug finding, preventing regressions, and documentation. In terms of documentation, unit tests…

Software Engineering · Computer Science 2022-04-22 Elizabeth Dinella , Gabriel Ryan , Todd Mytkowicz , Shuvendu K. Lahiri

Regression testing is crucial in ensuring that pure code refactoring does not adversely affect existing software functionality, but it can be expensive, accounting for half the cost of software maintenance. Automated test case generation…

Software Engineering · Computer Science 2024-01-05 Alejandra Duque-Torres , Claus Klammer , Dietmar Pfahl , Stefan Fischer , Rudolf Ramler

Metamorphic viruses engage different mutation techniques to escape from string signature based scanning. They try to change their code in new offspring so that the variants appear non-similar and have no common sequences of string as…

Cryptography and Security · Computer Science 2011-04-19 Babak Bashari Rad , Maslin Masrom

Software fault prediction model are employed to optimize testing resource allocation by identifying fault-prone classes before testing phases. Several researchers' have validated the use of different classification techniques to develop…

Software Engineering · Computer Science 2017-04-17 Lov Kumar , Santanu Rath , Ashish Sureka

Large Language Models (LLMs) are increasingly deployed in critical domains, yet they often exhibit biases inherited from training data, leading to fairness concerns. This work focuses on the problem of effectively detecting fairness…

Software Engineering · Computer Science 2025-06-04 Madhusudan Srinivasan , Jubril Abdel

Understanding the root cause of a defect is critical to isolating and repairing buggy behavior. We present Causal Testing, a new method of root-cause analysis that relies on the theory of counterfactual causality to identify a set of…

Software Engineering · Computer Science 2020-02-20 Brittany Johnson , Yuriy Brun , Alexandra Meliou

Although the security testing of Web systems can be automated by generating crafted inputs, solutions to automate the test oracle, i.e., vulnerability detection, remain difficult to apply in practice. Specifically, though previous work has…

Cryptography and Security · Computer Science 2024-11-05 Nazanin Bayati Chaleshtari , Yoann Marquer , Fabrizio Pastore , Lionel C. Briand

Due to the ever-increasing complexity of income tax laws in the United States, the number of US taxpayers filing their taxes using tax preparation software (henceforth, tax software) continues to increase. According to the U.S. Internal…

Software Engineering · Computer Science 2024-10-07 Dananjay Srinivas , Rohan Das , Saeid Tizpaz-Niari , Ashutosh Trivedi , Maria Leonor Pacheco

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

Software is used in critical applications in our day-to-day life and it is important to ensure its correctness. One popular approach to assess correctness is to evaluate software on tests. If a test fails, it indicates a fault in the…

Software Engineering · Computer Science 2025-04-01 Max Hort , Leon Moonen

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

Testability is the probability whether tests will detect a fault, given that a fault in the program exists. How efficiently the faults will be uncovered depends upon the testability of the software. Various researchers have proposed…

Software Engineering · Computer Science 2013-08-16 Sujata Khatri , R. S. Chhillar , V. B. Singh

This article discusses the challenges of testing software systems with increasingly integrated AI and LLM functionalities. LLMs are powerful but unreliable, and labeled ground truth for testing rarely scales. Metamorphic Testing solves this…

Software Engineering · Computer Science 2026-03-27 Valerio Terragni

Regression testing activities greatly reduce the risk of faulty software release. However, the size of the test suites grows throughout the development process, resulting in time-consuming execution of the test suite and delayed feedback to…

Software Engineering · Computer Science 2023-11-21 Mostafa Mahdieh , Seyed-Hassan Mirian-Hosseinabadi , Mohsen Mahdieh

Context: Software systems are in continuous evolution through source code changes to fixing bugs, adding new functionalities and improving the internal architecture. All these practices are recorded in the version history, which can be…

Software Engineering · Computer Science 2020-01-17 Leandro Ungari Cayres , Bruno Santos de Lima , Rogério Eduardo Garcia