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In model-based testing (MBT) we may have to deal with a non-deterministic model, e.g. because abstraction was applied, or because the software under test itself is non-deterministic. The same test case may then trigger multiple possible…

Software Engineering · Computer Science 2019-09-13 I. S. W. B. Prasetya , Rick Klomp

Humans do not just find mistakes after the fact -- we often catch them mid-stream because 'reflection' is tied to the goal and its constraints. Today's large language models produce reasoning tokens and 'reflective' text, but is it…

Artificial Intelligence · Computer Science 2025-10-24 Sion Weatherhead , Flora Salim , Aaron Belbasis

Test effectiveness refers to the capability of a test suite in exposing faults in software. It is crucial to be aware of factors that influence this capability. We aim at inferring the causal relationship between the two factors (i.e.,…

Software Engineering · Computer Science 2023-03-20 Alireza Aghamohammadi , Seyed-Hassan Mirian-Hosseinabadi

The malfunction of safety-critical systems may cause damage to people and the environment. Software within those systems is rigorously designed and verified according to domain specific guidance, such as ISO26262 for automotive safety. This…

Software Engineering · Computer Science 2015-09-16 Adam Nellis , Pascal Kesseli , Philippa Ryan Conmy , Daniel Kroening , Peter Schrammel , Michael Tautschnig

Spectrum-Based Fault Localization (SBFL) is a technique to be used during debugging, the premise of which is that, based on the test case outcomes and code coverage, faulty code elements can be automatically detected. SBFL is popular among…

Software Engineering · Computer Science 2024-03-19 Attila Szatmári , Qusay Idrees Sarhan , Gergő Balogh , Péter Attila Soha , Árpád Beszédes

We present a quasi-experiment to investigate whether, and to what extent, sleep deprivation impacts the performance of novice software developers using the agile practice of test-first development (TFD). We recruited 45 undergraduates and…

Software Engineering · Computer Science 2018-05-08 Davide Fucci , Giuseppe Scanniello , Simone Romano , Natalia Juristo

Software testing process consists of activities that implemented after it is planned and including to document related testing activities. Test processes must be applied necessarily for able to clearly see the quality of software, the…

Software Engineering · Computer Science 2019-03-05 M. Hanefi CALP , Utku KOSE

At our behest or otherwise, while our software is being executed, a huge variety of design assumptions is continuously matched with the truth of the current condition. While standards and tools exist to express and verify some of these…

Software Engineering · Computer Science 2016-05-09 Vincenzo De Florio

Unit testing is a critical part of software development process, ensuring the correctness of basic programming units in a program (e.g., a method). Search-based software testing (SBST) is an automated approach to generating test cases. SBST…

Software Engineering · Computer Science 2023-01-10 Zhichao Zhou , Yuming Zhou , Chunrong Fang , Zhenyu Chen , Yutian Tang

Regression testing aims to prevent code changes from breaking existing features. Flaky tests negatively affect regression testing because they result in test failures that are not necessarily caused by code changes, thus providing an…

Software Engineering · Computer Science 2024-10-01 Alexander Berndt , Sebastian Baltes , Thomas Bach

When interacting with their software systems, users may have to deal with problems like crashes, failures, and program instability. Faulty software running in the field is not only the consequence of ineffective in-house verification and…

Software Engineering · Computer Science 2017-05-23 Luca Gazzola

Achieving high code coverage is essential in testing, which gives us confidence in code quality. Testing floating-point code usually requires painstaking efforts in handling floating-point constraints, e.g., in symbolic execution. This…

Programming Languages · Computer Science 2017-04-17 Zhoulai Fu , Zhendong Su

Ensuring that software performance does not degrade after a code change is paramount. A solution is to regularly execute software microbenchmarks, a performance testing technique similar to (functional) unit tests, which, however, often…

Software Engineering · Computer Science 2024-04-19 Christoph Laaber , Tao Yue , Shaukat Ali

Testing plays a pivotal role in ensuring software quality, yet conventional Search Based Software Testing (SBST) methods often struggle with complex software units, achieving suboptimal test coverage. Recent works using large language…

Software Engineering · Computer Science 2024-04-04 Gabriel Ryan , Siddhartha Jain , Mingyue Shang , Shiqi Wang , Xiaofei Ma , Murali Krishna Ramanathan , Baishakhi Ray

LLMs can generate SystemVerilog assertions (SVAs) from natural language specs, but single-pass outputs often lack functional coverage due to limited IC design understanding. We propose CoverAssert, an iterative framework that clusters…

Hardware Architecture · Computer Science 2026-04-14 Yonghao Wang , Yang Yin , Hongqin Lyu , Jiaxin Zhou , Zhiteng Chao , Mingyu Shi , Wenchao Ding , Yunlin Du , Jing Ye , Tiancheng Wang , Huawei Li

Software testing is sometimes plagued with intermittently failing tests and finding the root causes of such failing tests is often difficult. This problem has been widely studied at the unit testing level for open source software, but there…

Software Engineering · Computer Science 2020-05-15 Per Erik Strandberg , Thomas J Ostrand , Elaine J Weyuker , Wasif Afzal , Daniel Sundmark

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

Testing-based fault localization has been a research focus in software engineering in the past decades. It localizes faulty program elements based on a set of passing and failing test executions. Since whether a fault could be triggered and…

Software Engineering · Computer Science 2025-04-04 Yiqian Wu , Yujie Liu , Yi Yin , Muhan Zeng , Zhentao Ye , Xin Zhang , Yingfei Xiong , Lu Zhang

Software updates, including bug repair and feature additions, are frequent in modern applications but they often leave test suites outdated, resulting in undetected bugs and increased chances of system failures. A recent study by Meta…

Software Engineering · Computer Science 2025-03-20 Shanto Rahman , Sachit Kuhar , Berk Cirisci , Pranav Garg , Shiqi Wang , Xiaofei Ma , Anoop Deoras , Baishakhi Ray

A recurring problem in software development is incorrect decision making on the techniques, methods and tools to be used. Mostly, these decisions are based on developers' perceptions about them. A factor influencing people's perceptions is…

Software Engineering · Computer Science 2024-02-13 Sira Vegas , Patricia Riofrio , Esperanza Marcos , Natalia Juristo