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Model-based Testing (MBT) is an effective approach for testing when parts of a system-under-test have the characteristics of a finite state machine (FSM). Despite various strategies in the literature on this topic, little work exists to…

Software Engineering · Computer Science 2022-04-05 Vaclav Rechtberger , Miroslav Bures , Bestoun S. Ahmed , Youcef Belkhier , Jiri Nema , Hynek Schvach

Computer Science course instructors routinely have to create comprehensive test suites to assess programming assignments. The creation of such test suites is typically not trivial as it involves selecting a limited number of tests from a…

Logic in Computer Science · Computer Science 2022-07-21 Filipe Marques , António Morgado , José Fragoso Santos , Mikoláš Janota

Generating tests for games is challenging due to the high degree of randomisation inherent to games and hard-to-reach program states that require sophisticated gameplay. The test generator NEATEST tackles these challenges by combining…

Software Engineering · Computer Science 2025-01-15 Patric Feldmeier , Katrin Schmelz , Gordon Fraser

Bounded model checking (BMC) and fuzzing techniques are among the most effective methods for detecting errors and security vulnerabilities in software. However, there are still shortcomings in detecting these errors due to the inability of…

Software Engineering · Computer Science 2024-04-19 Kaled M. Alshmrany , Mohannad Aldughaim , Ahmed Bhayat , Lucas C. Cordeiro

Several test function suites are being used for numerical benchmarking of multiobjective optimization algorithms. While they have some desirable properties, like well-understood Pareto sets and Pareto fronts of various shapes, most of the…

Artificial Intelligence · Computer Science 2019-01-07 Dimo Brockhoff , Tea Tusar , Anne Auger , Nikolaus Hansen

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…

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

This paper demonstrates the systematic use of combinatorial coverage for selecting and characterizing test and training sets for machine learning models. The presented work adapts combinatorial interaction testing, which has been…

Machine Learning · Computer Science 2022-02-01 Tyler Cody , Erin Lanus , Daniel D. Doyle , Laura Freeman

Generating a test suite for a quantum program such that it has the maximum number of failing tests is an optimization problem. For such optimization, search-based testing has shown promising results in the context of classical programs. To…

Software Engineering · Computer Science 2022-04-20 Xinyi Wang , Paolo Arcaini , Tao Yue , Shaukat Ali

The widespread adoption of the "Games as a Service" model necessitates frequent content updates, placing immense pressure on quality assurance. In response, automated game testing has been viewed as a promising solution to cope with this…

Artificial Intelligence · Computer Science 2025-12-16 Enhong Mu , Minami Yoda , Yan Zhang , Mingyue Zhang , Yutaka Matsuno , Jialong Li

Unit testing is an essential part of the software development process, which helps to identify issues with source code in early stages of development and prevent regressions. Machine learning has emerged as viable approach to help software…

Software Engineering · Computer Science 2022-03-25 Michele Tufano , Shao Kun Deng , Neel Sundaresan , Alexey Svyatkovskiy

Testing is the primary approach for detecting software defects. A major challenge faced by testers lies in crafting efficient test suites, able to detect a maximum number of bugs with manageable effort. To do so, they rely on coverage…

Software Engineering · Computer Science 2018-02-07 Michaël Marcozzi , Sébastien Bardin , Nikolai Kosmatov , Mike Papadakis , Virgile Prevosto , Loïc Correnson

Automated test case generation tools help businesses to write tests and increase the safety net provided by high regression test coverage when making code changes. Test generation needs to cover as much as possible of the uncovered code…

Software Engineering · Computer Science 2023-01-02 Matthias Güdemann , Peter Schrammel

Researchers and practitioners have designed and implemented various automated test case generators to support effective software testing. Such generators exist for various languages (e.g., Java, C#, or Python) and for various platforms…

A classical heuristic in software testing is to reward diversity, which implies that a higher priority must be assigned to test cases that differ the most from those already prioritized. This approach is commonly known as similarity-based…

Software Engineering · Computer Science 2018-09-05 Alireza Haghighatkhah , Mika Mäntylä , Markku Oivo , Pasi Kuvaja

Code coverage has been used in the software testing context mostly as a metric to assess a generated test suite's quality. Recently, code coverage analysis is used as a white-box testing technique for test optimization. Most of the research…

Software Engineering · Computer Science 2020-09-08 Krystof Sykora , Bestoun S. Ahmed , Miroslav Bures

In this study, we analyzed the correlation between unit test coverage and the occurrence of Single Statement Bugs (SSBs) in open-source Java projects. We analyzed data from the top 100 Maven-based projects on GitHub, which includes 7824…

Software Engineering · Computer Science 2024-03-28 Habibur Rahman , Saqib Ameen

Unit tests play a vital role in the software development lifecycle. Recent advances in Large Language Model (LLM)-based approaches have significantly improved automated test generation, garnering attention from both academia and industry.…

Software Engineering · Computer Science 2025-07-24 Shuaiyu Zhou , Zhengran Zeng , Xiaoling Zhou , Rui Xie , Shikun Zhang , Wei Ye

Context: Combinatorial testing strategies have lately received a lot of attention as a result of their diverse applications. In its simple form, a combinatorial strategy can reduce several input parameters (configurations) of a system into…

Software Engineering · Computer Science 2018-04-23 Bestoun S. Ahmed , Luca M. Gambardella , Wasif Afzal , Kamal Z. Zamli

We present a new model-based approach for testing systems that use sequences of actions and assertions as test vectors. Our solution includes a method for quantifying testing quality, a tool for generating high-quality test suites based on…

Software Engineering · Computer Science 2025-07-29 Achiya Elyasaf , Eitan Farchi , Oded Margalit , Gera Weiss , Yeshayahu Weiss