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Search-Based Software Testing (SBST) is the application of optimization algorithms to problems in software testing. In previous work, we have implemented and evaluated Interactive Search-Based Software Testing (ISBST) tool prototypes, with…

Software Engineering · Computer Science 2018-04-26 Bogdan Marculescu , Robert Feldt , Richard Torkar , Simon Poulding

Instance Space Analysis is a methodology to evaluate algorithm performance across diverse problem fields. Through visualisation and exploratory data analysis techniques, Instance Space Analysis offers objective, data-driven insights into…

Search-based Software Testing (SBST) can automatically generate test cases to search for requirements violations. Unlike manual test case development, it can generate a substantial number of test cases in a limited time. However, SBST does…

Software Engineering · Computer Science 2025-12-12 Federico Formica , Mark Lawford , Claudio Menghi

Enterprise-grade Intelligent Document Processing (IDP) systems support high-stakes workflows across finance, insurance, and healthcare. Early-phase system validation under limited budgets mandates uncovering diverse failure mechanisms,…

Artificial Intelligence · Computer Science 2026-01-30 Saisubramaniam Gopalakrishnan , Harikrishnan P M , Dagnachew Birru

Context: Search-based software testing promises to provide users with the ability to generate high-quality test cases, and hence increase product quality, with a minimal increase in the time and effort required. One result that emerged out…

Software Engineering · Computer Science 2015-12-16 Bogdan Marculescu , Simon Poulding , Robert Feldt , Kai Petersen , Richard Torkar

Search-based software testing (SBST) has been studied a lot in the literature, lately. Since, in theory, the performance of meta-heuristic search methods are highly dependent on their parameters, there is a need to study SBST tuning. In…

Software Engineering · Computer Science 2019-06-07 Shayan Zamani , Hadi Hemmati

Search-based software testing (SBST) of Simulink models helps find scenarios that demonstrate that the system can reach a state that violates one of its requirements. However, many SBST techniques for Simulink models rely on requirements…

Software Engineering · Computer Science 2025-09-08 Federico Formica , Chris George , Shayda Rahmatyan , Vera Pantelic , Mark Lawford , Angelo Gargantini , Claudio Menghi

Search-based software testing (SBST) is a widely adopted technique for testing complex systems with large input spaces, such as Deep Learning-enabled (DL-enabled) systems. Many SBST techniques focus on Pareto-based optimization, where…

Software Engineering · Computer Science 2024-10-17 Lev Sorokin , Damir Safin , Shiva Nejati

Search-Based Software Testing (SBST) has seen several success stories in academia and industry. The effectiveness of a search algorithm at solving a software engineering problem strongly depends on how such algorithm can navigate the…

Software Engineering · Computer Science 2025-09-22 Omur Sahin , Man Zhang , Andrea Arcuri

Automated test generators, such as search based software testing (SBST) techniques, replace the tedious and expensive task of manually writing test cases. SBST techniques are effective at generating tests with high code coverage. However,…

Software Engineering · Computer Science 2022-06-15 Anjana Perera

In software maintenance work, software architects and programmers need to identify modules that require modification or deletion. Whilst user requests and bug reports are utilised for this purpose, evaluating the execution status of modules…

Software Engineering · Computer Science 2026-03-24 Shinobu Saito

Experimental evaluation is an integral part in the design process of algorithms. Publicly available benchmark instances are widely used to evaluate methods in SAT solving. For the interpretation of results and the design of algorithm…

Artificial Intelligence · Computer Science 2021-09-10 Markus Iser , Luca Springer , Carsten Sinz

Software engineering research is evolving and papers are increasingly based on empirical data from a multitude of sources, using statistical tests to determine if and to what degree empirical evidence supports their hypotheses. To…

Software Engineering · Computer Science 2024-10-03 Francisco Gomes de Oliveira Neto , Richard Torkar , Robert Feldt , Lucas Gren , Carlo A. Furia , Ziwei Huang

Static Application Security Testing (SAST) is a popular quality assurance technique in software engineering. However, integrating SAST tools into industry-level product development and security assessment poses various technical and…

Software Engineering · Computer Science 2021-03-25 Anh Nguyen-Duc , Manh Viet Do , Quan Luong Hong , Kiem Nguyen Khac

The emergence of new technologies in software testing has increased the automation and flexibility of the testing process. In this context, the adoption of agents in software testing remains an active research area in which various agent…

Software Engineering · Computer Science 2020-07-21 Pavithra Perumal Kumaresen , Mirgita Frasheri , Eduard Enoiu

Context: Static Application Security Testing Tools (SASTTs) identify software vulnerabilities to support the security and reliability of software applications. Interestingly, several studies have suggested that alternative solutions may be…

Software Engineering · Computer Science 2024-03-15 Matteo Esposito , Valentina Falaschi , Davide Falessi

Search-Based Software Engineering (SBSE) is a promising paradigm that exploits the computational search to optimize different processes when engineering complex software systems. Self-adaptive system (SAS) is one category of such complex…

Software Engineering · Computer Science 2020-08-18 Tao Chen , Miqing Li , Ke Li , Kalyanmoy Deb

We investigate an important research question for solving the car sequencing problem, that is, which characteristics make an instance hard to solve? To do so, we carry out an instance space analysis for the car sequencing problem, by…

Optimization and Control · Mathematics 2021-08-23 Yuan Sun , Samuel Esler , Dhananjay Thiruvady , Andreas T. Ernst , Xiaodong Li , Kerri Morgan

With modern requirements, there is an increasing tendency of considering multiple objectives/criteria simultaneously in many Software Engineering (SE) scenarios. Such a multi-objective optimization scenario comes with an important issue --…

Software Engineering · Computer Science 2020-12-01 Miqing Li , Tao Chen , Xin Yao

Search Based Software Engineering (SBSE) is an emerging discipline that focuses on the application of search-based optimization techniques to software engineering problems. The capacity of SBSE techniques to tackle problems involving large…

Software Engineering · Computer Science 2014-06-12 Roberto E. Lopez-Herrejon , Javier Ferrer , Francisco Chicano , Lukas Linsbauer , Alexander Egyed , Enrique Alba
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