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Some test amplification tools extend a manually created test suite with additional test cases to increase the code coverage. The technique is effective, in the sense that it suggests strong and understandable test cases, generally adopted…

Software Engineering · Computer Science 2022-07-27 Mehrdad Abdi , Henrique Rocha , Serge Demeyer , Alexandre Bergel

Effective software testing is critical for producing reliable and secure software, yet many computer science students struggle to master the foundational concepts required to construct comprehensive test suites. While automated feedback…

Software Engineering · Computer Science 2025-10-02 Shiza Andleeb , Teo Mendoza , Lucas Cordova , Gursimran Walia , Jeffrey C. Carver

Test Amplification is a method to extend handwritten tests into a more rigorous test suite covering corner cases in the system under test. Unfortunately, the current state-of-the-art for test amplification heavily relies on program analysis…

Software Engineering · Computer Science 2021-12-22 Ebert Schoofs , Mehrdad Abdi , Serge Demeyer

Context: Software testability is the degree to which a software system or a unit under test supports its own testing. To predict and improve software testability, a large number of techniques and metrics have been proposed by both…

Software Engineering · Computer Science 2018-12-07 Vahid Garousi , Michael Felderer , Feyza Nur Kilicaslan

Embedded systems are ubiquitous and play critical roles in management systems for industry and transport. Software failures in these domains may lead to loss of production or even loss of life, so the software in these systems needs to be…

Software Engineering · Computer Science 2021-11-17 Per Erik Strandberg

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

Stochastic hybrid systems have received significant attentions as a relevant modelling framework describing many systems, from engineering to the life sciences: they enable the study of numerous applications, including transportation…

Logic in Computer Science · Computer Science 2022-03-11 Abolfazl Lavaei , Sadegh Soudjani , Alessandro Abate , Majid Zamani

Software testing is one of the very important Quality Assurance (QA) components. A lot of researchers deal with the testing process in terms of tester motivation and how tests should or should not be written. However, it is not known from…

Software Engineering · Computer Science 2022-01-04 Matej Madeja , Jaroslav Porubän , Michaela Bačíková , Matúš Sulír , Ján Juhár , Sergej Chodarev , Filip Gurbáľ

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…

Software Engineering · Computer Science 2026-05-22 Yuxuan Sun , Yuze Zhao , Yufeng Wang , Yao Du , Zhiyuan Ma , Jinbo Wang , Mengdi Zhang , Kai Zhang , Zhenya Huang

As software systems have grown in scale and complexity the test suites built alongside those systems have also become increasingly complex. Understanding key aspects of test suites, such as their coverage of production code, is important…

Software Engineering · Computer Science 2021-03-15 Amjed Tahir , Stephen G. MacDonell

Dynamic multiobjective optimisation has gained increasing attention in recent years. Test problems are of great importance in order to facilitate the development of advanced algorithms that can handle dynamic environments well. However,…

Neural and Evolutionary Computing · Computer Science 2019-03-07 Shouyong Jiang , Marcus Kaiser , Shengxiang Yang , Stefanos Kollias , Natalio Krasnogor

Automatically generating test suites is intrinsically a multi-objective problem, as any of the testing targets (e.g, statements to execute or mutants to kill) is an objective on its own. Test suite generation has peculiarities that are…

Software Engineering · Computer Science 2019-01-08 Andrea Arcuri

Introduction: Digital products increasingly reshape industries, influencing human behavior and decision-making. However, the software development teams developing these systems often lack diversity, which may lead to designs that overlook…

This paper defines software fairness and discrimination and develops a testing-based method for measuring if and how much software discriminates, focusing on causality in discriminatory behavior. Evidence of software discrimination has been…

Software Engineering · Computer Science 2017-09-12 Sainyam Galhotra , Yuriy Brun , Alexandra Meliou

The adoption of agile development approaches has put an increased emphasis on developer testing, resulting in software projects with strong test suites. These suites include a large number of test cases, in which developers embed knowledge…

Software Engineering · Computer Science 2022-08-18 Benjamin Danglot , Oscar Luis Vera-Pérez , Zhongxing Yu , Andy Zaidman , Martin Monperrus , Benoit Baudry

Most businesses rely on a significant stack of software to perform their daily operations. This software is business-critical as defects in this software have major impacts on revenue and customer satisfaction. The primary means for…

Software Engineering · Computer Science 2020-11-03 Peter Schrammel

The software development lifecycle depends heavily on the testing process, which is an essential part of finding issues and reviewing the quality of software. Software testing can be done in two ways: manually and automatically. With an…

Software Engineering · Computer Science 2024-05-06 Hussein Mohammed Ali , Mahmood Yashar Hamza , Tarik Ahmed Rashid

Increasing demands in software industry and scarcity of software engineers motivates researchers and practitioners to automate the process of software generation and configuration. Large scale automatic software generation and configuration…

Software Engineering · Computer Science 2023-05-31 Shantanu Mandal

The emergence of multimodal large models has advanced artificial intelligence, introducing unprecedented levels of performance and functionality. However, optimizing these models remains challenging due to historically isolated paths of…

Artificial Intelligence · Computer Science 2025-06-05 Daoyuan Chen , Haibin Wang , Yilun Huang , Ce Ge , Yaliang Li , Bolin Ding , Jingren Zhou

Context: Interest in diversity in software development has significantly increased in recent years. Reporting on diversity in software projects can enhance user trust and assist regulators in evaluating adoption. Recent AI directives…

Software Engineering · Computer Science 2025-10-29 Joan Giner-Miguelez , Sergio Morales , Sergio Cobos , Javier Luis Canovas Izquierdo , Robert Clariso , Jordi Cabot