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The ability to generate test data is often a necessary prerequisite for automated software testing. For the generated data to be fit for its intended purpose, the data usually has to satisfy various logical constraints. When testing is…

Software Engineering · Computer Science 2020-05-19 Ghanem Soltana , Mehrdad Sabetzadeh , Lionel C. Briand

A test oracle serves as a criterion or mechanism to assess the correspondence between software output and the anticipated behavior for a given input set. In automated testing, black-box techniques, known for their non-intrusive nature in…

Software Engineering · Computer Science 2023-10-11 Boxi Yu , Qiuyang Mang , Qingshuo Guo , Pinjia He

Software is omnipresent within all factors of society. It is thus important to ensure that software are well tested to mitigate bad user experiences as well as the potential for severe financial and human losses. Software testing is however…

Software Engineering · Computer Science 2025-04-30 Jason Wang , Basem Suleiman , Muhammad Johan Alibasa

Synthesising photo-realistic images from natural language is one of the challenging problems in computer vision. Over the past decade, a number of approaches have been proposed, of which the improved Stacked Generative Adversarial Network…

Software Engineering · Computer Science 2021-10-05 Hyejin Park , Taaha Waseem , Wen Qi Teo , Ying Hwei Low , Mei Kuan Lim , Chun Yong Chong

Automated unit test generation is an established research field, and mature test generation tools exist for statically typed programming languages such as Java. It is, however, substantially more difficult to automatically generate…

Software Engineering · Computer Science 2020-10-07 Stephan Lukasczyk , Florian Kroiß , Gordon Fraser

In recent years, Large language model-powered Automated Program Repair (LAPR) techniques have achieved state-of-the-art bug-fixing performance and have been pervasively applied and studied in both industry and academia. Nonetheless, LLMs…

Software Engineering · Computer Science 2025-03-11 Pengyu Xue , Linhao Wu , Zhen Yang , Zhongxing Yu , Zhi Jin , Ge Li , Yan Xiao , Shuo Liu , Xinyi Li , Hongyi Lin , Jingwen Wu

The mass production of complex software has made it impossible to manually test it for security vulnerabilities. Automated security testing tools come in a variety of flavors, function at various stages of software development, and target…

Software Engineering · Computer Science 2023-01-18 Yan Wu , Jingyi Su , David D. Moran , Chris D. Near

Software testing is the process of determining the precision, quality, completeness and security of the software systems. An important step in testing software is the generation of test cases, whose quality plays a vital role in determining…

Software Engineering · Computer Science 2015-09-29 Jai Manral

Can one estimate the number of remaining faults in a software system? A credible estimation technique would be immensely useful to project managers as well as customers. It would also be of theoretical interest, as a general law of software…

Software Engineering · Computer Science 2013-08-14 Carlo A. Furia , Bertrand Meyer , Manuel Oriol , Andrey Tikhomirov , Yi Wei

Many organizations are developing autonomous driving systems, which are expected to be deployed at a large scale in the near future. Despite this, there is a lack of agreement on appropriate methods to test, debug, and certify the…

Systems and Control · Computer Science 2019-01-09 Cumhur Erkan Tuncali , Georgios Fainekos , Hisahiro Ito , James Kapinski

Test bots are automated testing tools that autonomously and periodically run a set of test cases that check whether the system under test meets the requirements set forth by the customer. The automation decreases the amount of time a…

Software Engineering · Computer Science 2020-04-22 Linda Erlenhov , Francisco Gomes de Oliveira Neto , Martin Chukaleski , Samer Daknache

Software testing is an essential part of the software development cycle to improve the code quality. Typically, a unit test consists of a test prefix and a test oracle which captures the developer's intended behaviour. A known limitation of…

Software Engineering · Computer Science 2024-10-29 Michael Konstantinou , Renzo Degiovanni , Mike Papadakis

Research software refers to software development tools that accelerate discovery and simplifies access to digital infrastructures. However, although research software platforms can be built increasingly more innovative and powerful than…

Software Engineering · Computer Science 2018-12-27 Doug Mulholland , Paulo Alencar , Donald Cowan

Augmented generation techniques such as Retrieval-Augmented Generation (RAG) and Cache-Augmented Generation (CAG) have revolutionized the field by enhancing large language model (LLM) outputs with external knowledge and cached information.…

Software Engineering · Computer Science 2024-02-23 Guanyu Wang , Yuekang Li , Yi Liu , Gelei Deng , Tianlin Li , Guosheng Xu , Yang Liu , Haoyu Wang , Kailong Wang

We engineer a new probabilistic Monte-Carlo algorithm for isomorphism testing. Most notably, as opposed to all other solvers, it implicitly exploits the presence of symmetries without explicitly computing them. We provide extensive…

Data Structures and Algorithms · Computer Science 2020-11-19 Markus Anders , Pascal Schweitzer

While ChatGPT is a well-known artificial intelligence chatbot being used to answer human's questions, one may want to discover its potential in advancing software testing. We examine the capability of ChatGPT in advancing the intelligence…

Software Engineering · Computer Science 2023-11-27 Quang-Hung Luu , Huai Liu , Tsong Yueh Chen

Testing is widely recognized as an important stage of the software development lifecycle. Effective software testing can provide benefits such as bug finding, preventing regressions, and documentation. In terms of documentation, unit tests…

Software Engineering · Computer Science 2022-04-22 Elizabeth Dinella , Gabriel Ryan , Todd Mytkowicz , Shuvendu K. Lahiri

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

In this article, we describe the regression test process to test and verify the changes made on software. A developed technique use the automation test based on decision tree and test selection process in order to reduce the testing cost is…

Software Engineering · Computer Science 2011-11-28 Seifedine Kadry

The adequate testing of stateful software systems is a hard and costly activity. Failures that result from complex stateful interactions can be of high impact, and it can be hard to replicate failures resulting from erroneous stateful…

Software Engineering · Computer Science 2020-04-20 Stefan Karlsson
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