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Documentation is an important mechanism for disseminating software architecture knowledge. Software project teams can employ vastly different formats for documenting software architecture, from unstructured narratives to standardized…

Software Engineering · Computer Science 2023-05-30 Neil A. Ernst , Martin P. Robillard

Modern code review is a common and essential practice employed in both industrial and open-source projects to improve software quality, share knowledge, and ensure conformance with coding standards. During code review, developers may…

Software Engineering · Computer Science 2021-02-11 Eman Abdullah AlOmar , Hussein AlRubaye , Mohamed Wiem Mkaouer , Ali Ouni , Marouane Kessentini

Automatically generating test cases for software has been an active research topic for many years. While current tools can generate powerful regression or crash-reproducing test cases, these are often kept separately from the maintained…

Software Engineering · Computer Science 2021-08-30 Carolin Brandt , Andy Zaidman

Many automatic unit test generation tools that can generate unit test cases with high coverage over a program have been proposed. However, most of these tools are ineffective on deep learning (DL) frameworks due to the fact that many of…

Software Engineering · Computer Science 2023-07-04 Arunkaleeshwaran Narayanan , Nima Shiri harzevili , Junjie Wang , Lin Shi , Moshi Wei , Song Wang

In reaction to growing concerns about the potential harms of artificial intelligence (AI), societies have begun to demand more transparency about how AI models and systems are created and used. To address these concerns, several efforts…

Computers and Society · Computer Science 2024-03-13 David Piorkowski , John Richards , Michael Hind

Unit testing is an essential component of the software development life-cycle. A developer could easily and quickly catch and fix software faults introduced in the source code by creating and running unit tests. Despite their importance,…

Software Engineering · Computer Science 2021-08-02 Denivan Campos , Larissa Rocha , Ivan Machado

Abstract: Failing test case reduction can promote efficient debugging because a developer may not need to observe components that are not relevant to inducing failure. Failing test case reduction can also improve the efficiency of fault…

Software Engineering · Computer Science 2025-01-10 Tuan D Le , Brandon Wilber , Arpit Christi

Practitioners have reported a directional pattern in AI-assisted code generation: AI-generated code tends to fail quietly, preserving the appearance of functionality while degrading or concealing guarantees. This paper introduces the…

Software Engineering · Computer Science 2026-04-21 William M. Parris

Background: The artifacts used in Agile software testing and the reasons why these artifacts are used are fairly well-understood. However, empirical research on how Agile test artifacts are eventually designed in practice and which quality…

Software Engineering · Computer Science 2020-09-04 Jannik Fischbach , Henning Femmer , Daniel Mendez , Davide Fucci , Andreas Vogelsang

Developers play a central role in determining how machine learning systems are explained in practice, yet they are rarely trained to design explanations for non-technical audiences. Despite this, transparency and explainability requirements…

Human-Computer Interaction · Computer Science 2026-01-19 Nadia Nahar , Zahra Abba Omar , Jacob Tjaden , Inès M. Gilles , Fikir Mekonnen , Erica Okeh , Jane Hsieh , Christian Kästner , Alka Menon

Various proxy metrics for test quality have been defined in order to guide developers when writing tests. Code coverage is particularly well established in practice, even though the question of how coverage relates to test quality is a…

Software Engineering · Computer Science 2021-03-15 Goran Petrović , Marko Ivanković , Gordon Fraser , René Just

Producing code of good quality is an essential skill in software development. Code quality is an aspect of software quality that concerns the directly observable properties of code, such as decomposition, modularization, and code flow. Code…

Software Engineering · Computer Science 2024-11-06 Eduardo Carneiro Oliveira , Hieke Keuning , Johan Jeuring

Authentication is a critical security feature for confirming the identity of a system's users, typically implemented with help from frameworks like Spring Security. It is a complex feature which should be robustly tested at all stages of…

Software Engineering · Computer Science 2020-06-26 Danielle Gonzalez , Michael Rath , Mehdi Mirakhorli

Refactoring aims at improving code non-functional attributes without modifying its external behavior. Previous studies investigated the motivations behind refactoring by surveying developers. With the aim of generalizing and complementing…

Test smells arise from poor design practices and insufficient domain knowledge, which can lower the quality of test code and make it harder to maintain and update. Manually refactoring test smells is time-consuming and error-prone,…

Software Engineering · Computer Science 2025-02-12 Yi Gao , Xing Hu , Xiaohu Yang , Xin Xia

The dominant industry response to AI-generated code quality problems is to deploy AI reviewers. This paper argues that this response is structurally circular when executable specifications are absent: without an external reference, both the…

Software Engineering · Computer Science 2026-03-30 Christo Zietsman

Context: The quality of the test suites and the constituent test cases significantly impacts confidence in software testing. While research has identified several quality attributes of test cases and test suites, there is a need for a…

Software Engineering · Computer Science 2025-07-10 Huynh Khanh Vi Tran , Nauman bin Ali , Michael Unterkalmsteiner , Jürgen Börstler , Panagiota Chatzipetrou

Computer-use agents(CUAs)are moving frombounded benchmarks toward real software environments, wherethey operate browsers, desktops, mobile applications, flesystems,terminals, and tool backends. In such settings, reliability isno longer…

Computation and Language · Computer Science 2026-05-11 Zejian Chen , Zhanyuan Liu , Chaozhuo Li , Mengxiang Han , Songyang Liu , Litian Zhang , Feng Gao , Yiming Hei , Xi Zhang

Diagnostic tests for regression discontinuity design face a size-control problem. We document a massive over-rejection of the diagnostic restriction among empirical studies in the top five economics journals. At least one diagnostic test…

Econometrics · Economics 2025-04-17 Koki Fusejima , Takuya Ishihara , Masayuki Sawada

A software architect uses quality requirements to design the architecture of a system. However, it is essential to ensure that the system's final architectural design achieves the standard quality requirements. The existing architectural…

Software Engineering · Computer Science 2021-05-21 Ritu Kapur , Sumit Kalra , Kamlesh Tiwari , Geetika Arora
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