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This article presents the current state of ML-security and of the documentation of ML-based systems, models and datasets in research and practice based on an extensive review of the existing literature. It shows a generally low awareness of…

Cryptography and Security · Computer Science 2025-07-17 Cara Ellen Appel

Most issue tracking systems for open source software (OSS) development include features for community members to embed visual contents, such as images and videos, to enhance the discussion. Although playing an important role, there is…

Software Engineering · Computer Science 2022-04-29 Vishakha Agrawal , Yong-Han Lin , Jinghui Cheng

In the field of machine learning, data understanding is the practice of getting initial insights in unknown datasets. Such knowledge-intensive tasks require a lot of documentation, which is necessary for data scientists to grasp the meaning…

Databases · Computer Science 2018-06-14 Markus Schröder , Christian Jilek , Jörn Hees , Andreas Dengel

AI development is embracing open-source paradigm, but the fundamental distinction between AI models and traditional software artifacts may lead to a divergent open-source development paradigm with different collaborative practices, which…

Software Engineering · Computer Science 2026-04-13 Hengzhi Ye , Minghui Zhou

Data is central to the development and evaluation of machine learning (ML) models. However, the use of problematic or inappropriate datasets can result in harms when the resulting models are deployed. To encourage responsible AI practice…

Human-Computer Interaction · Computer Science 2022-08-25 Amy K. Heger , Liz B. Marquis , Mihaela Vorvoreanu , Hanna Wallach , Jennifer Wortman Vaughan

In the early 1980s, Open Source Software emerged as a revolutionary concept amidst the dominance of proprietary software. What began as a revolutionary idea has now become the cornerstone of computer science. Amidst OSS projects, AI is…

Software Engineering · Computer Science 2026-02-23 Matteo Esposito , Andrea Janes , Valentina Lenarduzzi , Davide Taibi

Stack Overflow (SO) is the most popular question-and-answer website for software developers, providing a large amount of copyable code snippets. Like other software artifacts, code on SO evolves over time, for example when bugs are fixed or…

Software Engineering · Computer Science 2019-03-20 Sebastian Baltes , Christoph Treude , Stephan Diehl

Contributors to open source software (OSS) communities assume diverse roles to take different responsibilities. One major limitation of the current OSS tools and platforms is that they provide a uniform user interface regardless of the…

Software Engineering · Computer Science 2019-03-14 Jinghui Cheng , Jin L. C. Guo

Outdated documentation is a pervasive problem in software development, preventing effective use of software, and misleading users and developers alike. We posit that one possible reason why documentation becomes out of sync so easily is…

Software Engineering · Computer Science 2022-12-06 Wen Siang Tan , Markus Wagner , Christoph Treude

Background: Open Source Software (OSS) fuels our global digital infrastructure but is commonly maintained by small groups of people whose time and labor represent a depletable resource. For the OSS projects to stay sustainable, i.e., viable…

Software Engineering · Computer Science 2024-08-14 Johan Linåker , Georg J. P. Link , Kevin Lumbard

Governance has been highlighted as a key factor in the success of an Open Source Software (OSS) project. It is generally seen that in a mixed meritocracy and autocracy governance model, the decision-making (DM) responsibility regarding what…

Software Engineering · Computer Science 2021-06-07 Pankajeshwara Nand Sharma , Bastin Tony Roy Savarimuthu , Nigel Stanger

With the advent of open source software, a veritable treasure trove of previously proprietary software development data was made available. This opened the field of empirical software engineering research to anyone in academia. Data that is…

Software Engineering · Computer Science 2022-04-19 Adam Tutko , Austin Z. Henley , Audris Mockus

In recent years, concerns have increased over the lack of contributor diversity in open source software (OSS), despite its status as a paragon of open collaboration. OSS is an important form of digital infrastructure and part of a career…

Human-Computer Interaction · Computer Science 2024-09-10 Hana Frluckaj , James Howison , Laura Dabbish , Nikki Stevens

Context: Motivation is known to improve performance. In software development in particular, there has been considerable interest in the motivation of contributors to open source. Objective: We identify 11 motivators from the literature…

Software Engineering · Computer Science 2024-04-15 Idan Amit , Dror G. Feitelson

While many forms of financial support are currently available, there are still many complaints about inadequate financing from software maintainers. In May 2019, GitHub, the world's most active social coding platform, launched the Sponsor…

Human-Computer Interaction · Computer Science 2021-11-29 Xunhui Zhang , Tao Wang , Yue Yu , Qiubing Zeng , Zhixing Li , Huaimin Wang

Background: OSS projects face various challenges. One major challenge is to onboard and integrate newcomers to the project. Aim: We aim to understand and discuss the challenges newcomers face when joining an OSS project and present evidence…

Software Engineering · Computer Science 2023-05-17 Ahmed Samir Imam Mahmoud , Alexander Nolte , Dietmar Pfahl

Context: Software testability is the degree to which a software system or a unit under test supports its own testing. To predict and improve software testability, a large number of techniques and metrics have been proposed by both…

Software Engineering · Computer Science 2018-12-07 Vahid Garousi , Michael Felderer , Feyza Nur Kilicaslan

Engineering software systems is a multidisciplinary activity, whereby a number of artifacts must be created - and maintained - synchronously. In this paper we investigate whether production code and the accompanying tests co-evolve by…

Software Engineering · Computer Science 2007-05-25 Andy Zaidman , Bart Van Rompaey , Serge Demeyer , Arie van Deursen

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

In many academic disciplines, software is created during the research process or for a research purpose. The crucial role of software for research is increasingly acknowledged. The application of software engineering to research software…

Software Engineering · Computer Science 2025-12-02 Stephan Druskat , Lars Grunske