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The null-type is a major source of faults in Java programs, and its overuse has a severe impact on software maintenance. Unfortunately traditional mutation testing operators do not cover null-type faults by default, hence cannot be used as…

Software Engineering · Computer Science 2020-04-10 Ali Parsai , Serge Demeyer

Unit testing verifies the presence of faults in individual software components. Previous research has been targeting the automatic generation of unit tests through the adoption of random or search-based algorithms. Despite their…

Software Engineering · Computer Science 2022-04-13 Fabiano Pecorelli , Giovanni Grano , Fabio Palomba , Harald C. Gall , Andrea De Lucia

Measuring testability early in the development life cycle especially at design phase is a criterion of crucial importance to software designers, developers, quality controllers and practitioners. However, most of the mechanism available for…

Software Engineering · Computer Science 2015-03-19 M. H. Khan Abdullah , Reena Srivastava

Context: Software development projects increasingly adopt unit testing as a way to identify and correct program faults early in the construction process. Code that is unit tested should therefore have fewer failures associated with it.…

Software Engineering · Computer Science 2023-12-05 Efstathia Chioteli , Ioannis Batas , Diomidis Spinellis

Open Source Software (OSS) Projects are gaining popularity worldwide. Studies by many researchers show that the important key success factor is modularity of the source code. This paper presents the revised Modularity Index which is a…

Software Engineering · Computer Science 2013-09-24 Andi Wahju Rahardjo Emanuel , Daniel Jahja Surjawan

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

Modern software development demands rapid, reliable testing methods to maintain high quality in increasingly complex systems. This paper details a comprehensive approach to designing and implementing robust test automation frameworks by…

Software Engineering · Computer Science 2025-05-26 Srikanth Srinivas , Lagan Goel

Testing is an important aspect of software development, but unfortunately, it is often neglected. While test quality analyses such as code coverage or mutation analysis inform developers about the quality of their tests, such reports are…

Software Engineering · Computer Science 2023-10-18 Philipp Straubinger , Gordon Fraser

Mixture-of-experts (MoE) is becoming popular due to its success in improving the model quality, especially in Transformers. By routing tokens with a sparse gate to a few experts (i.e., a small pieces of the full model), MoE can easily…

Machine Learning · Computer Science 2022-10-11 Xiaonan Nie , Xupeng Miao , Shijie Cao , Lingxiao Ma , Qibin Liu , Jilong Xue , Youshan Miao , Yi Liu , Zhi Yang , Bin Cui

Defining test oracles is crucial and central to test development, but manual construction of oracles is expensive. While recent neural-based automated test oracle generation techniques have shown promise, their real-world effectiveness…

Software Engineering · Computer Science 2023-08-29 Soneya Binta Hossain , Antonio Filieri , Matthew B. Dwyer , Sebastian Elbaum , Willem Visser

Modular programming, which aims to construct the final program by integrating smaller, independent building blocks, has been regarded as a desirable practice in software development. However, with the rise of recent code generation agents…

Computation and Language · Computer Science 2024-11-04 Deokyeong Kang , Ki Jung Seo , Taeuk Kim

The rising popularity of the microservice architectural style has led to a growing demand for automated testing approaches tailored to these systems. EvoMaster is a state-of-the-art tool that uses Evolutionary Algorithms (EAs) to…

Software Engineering · Computer Science 2025-01-31 Clinton Cao , Annibale Panichella , Sicco Verwer

Template-based code generator development as part of model-drivendevelopment (MDD) demands for strong mechanisms and tools that support developers to improve robustness, i.e., the desired code is generated for the specified inputs. Although…

Software Engineering · Computer Science 2016-06-16 Carsten Kolassa , Markus Look , Klaus Müller , Alexander Roth , Dirk Reiß , Bernhard Rumpe

Unit tests are widely used to check source code quality, but they can be too coarse-grained or ill-suited for testing individual program statements. We introduce inline tests to make it easier to check for faults in statements. We motivate…

Software Engineering · Computer Science 2022-09-15 Yu Liu , Pengyu Nie , Owolabi Legunsen , Milos Gligoric

Sun and the CERT recommend for secure Java development to not allow partially initialized objects to be accessed. The CERT considers the severity of the risks taken by not following this recommendation as high. The solution currently used…

Programming Languages · Computer Science 2010-11-22 Laurent Hubert , Thomas Jensen , Vincent Monfort , David Pichardie

Modularity is the fundamental aspect of modern software engineering, however many advanced modularity techniques requires prospective technologies as part of development and operation process. In this paper, we present Refinable Function,…

Programming Languages · Computer Science 2021-09-15 Hiun Kim

Constrained random test generation is one of the most widely adopted methods for generating stimuli for simulation-based verification. Randomness leads to test diversity, but tests tend to repeatedly exercise the same design logic.…

Hardware Architecture · Computer Science 2022-10-18 Nyasha Masamba , Kerstin Eder , Tim Blackmore

We propose a method that employs static and dynamic analysis for augmenting a test suite with automatically generated unit tests. The method is most suitable for test suites where the stratification of unit, integration and system tests…

Software Engineering · Computer Science 2026-05-08 Katerina Paltoglou , Vassilis E. Zafeiris

Though many machine learning (ML)-based unit testing generation approaches have been proposed and indeed achieved remarkable performance, they still have several limitations in effectiveness and practical usage. More precisely, existing…

Software Engineering · Computer Science 2024-06-25 Chao Ni , Xiaoya Wang , Liushan Chen , Dehai Zhao , Zhengong Cai , Shaohua Wang , Xiaohu Yang

Model-based testing (MBT) is a method that supports the design and execution of test cases by models that specify the intended behaviors of a system under test. While systematic literature reviews on MBT in general exist, the state of the…

Software Engineering · Computer Science 2024-03-04 Waleed Abdeen , Xingru Chen , Michael Unterkalmsteiner
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