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Logging plays a central role in ensuring reproducibility, observability, and reliability in machine learning (ML) systems. While logging is generally considered a good engineering practice, poorly designed logging can negatively affect…

Software Engineering · Computer Science 2026-03-26 Patrick Loic Foalem , Leuson Da Silva , Foutse Khomh , Heng Li , Ettore Merlo

Web developers routinely rely on third-party Java-Script libraries such as jQuery to enhance the functionality of their sites. However, if not properly maintained, such dependencies can create attack vectors allowing a site to be…

Cryptography and Security · Computer Science 2020-02-17 Tobias Lauinger , Abdelberi Chaabane , Sajjad Arshad , William Robertson , Christo Wilson , Engin Kirda

Similarly to production code, code smells also occur in test code, where they are called test smells. Test smells have a detrimental effect not only on test code but also on the production code that is being tested. To date, the majority of…

Software Engineering · Computer Science 2021-08-11 Tongjie Wang , Yaroslav Golubev , Oleg Smirnov , Jiawei Li , Timofey Bryksin , Iftekhar Ahmed

Machine Learning (ML) projects incur novel challenges in their development and productionisation over traditional software applications, though established principles and best practices in ensuring the project's software quality still…

Software Engineering · Computer Science 2022-01-21 Bart van Oort , Luís Cruz , Babak Loni , Arie van Deursen

The aims of this paper are: 1) to identify "worst smells", i.e., bad smells that never have a good reason to exist, 2) to determine the frequency, change-proneness, and severity associated with worst smells, and 3) to identify the "worst…

Software Engineering · Computer Science 2021-03-18 Davide Falessi , Rick Kazman

Managing project dependencies is a key maintenance issue in software development. Developers need to choose an update strategy that allows them to receive important updates and fixes while protecting them from breaking changes. Semantic…

Software Engineering · Computer Science 2023-05-26 Abbas Javan Jafari , Diego Elias Costa , Emad Shihab , Rabe Abdalkareem

The ubiquity of smartphones, and their very broad capabilities and usage, make the security of these devices tremendously important. Unfortunately, despite all progress in security and privacy mechanisms, vulnerabilities continue to…

Cryptography and Security · Computer Science 2020-06-03 Mohammad Ghafari , Pascal Gadient , Oscar Nierstrasz

JavaScript packages are notoriously prone to bloat, a factor that significantly impacts the performance and maintainability of web applications. While web bundlers and tree-shaking can mitigate this issue in client-side applications,…

Software Engineering · Computer Science 2025-05-22 Yuxin Liu , Deepika Tiwari , Cristian Bogdan , Benoit Baudry

Large Language Models (LLMs) are increasingly integrated into software systems for diverse purposes, due to their versatility, flexibility, and ability to simulate human reasoning to some extent. However, poor integration of LLM inference…

Software Engineering · Computer Science 2026-05-25 Zacharie Chenail-Larcher , Brahim Mahmoudi , Naouel Moha , Quentin Stiévenart , Florent Avellaneda

The popularity of JavaScript has lead to a large ecosystem of third-party packages available via the npm software package registry. The open nature of npm has boosted its growth, providing over 800,000 free and reusable software packages.…

Cryptography and Security · Computer Science 2019-06-10 Markus Zimmermann , Cristian-Alexandru Staicu , Cam Tenny , Michael Pradel

Context: Security is vital to software developed for commercial or personal use. Although more organizations are realizing the importance of applying secure coding practices, in many of them, security concerns are not known or addressed…

Software Engineering · Computer Science 2020-11-02 Kazi Zakia Sultana , Zadia Codabux , Byron Williams

Angular is one of the most widely adopted frameworks for developing large-scale, dynamic web applications. As projects increase in scope and complexity, developers face growing challenges in managing architecture and maintaining clean,…

Software Engineering · Computer Science 2026-05-01 Maykon Nunes , Emanuel Coutinho , Carla Bezerra , Ivan Machado

A smell in software source code denotes an indication of suboptimal design and implementation decisions, potentially hindering the code understanding and, in turn, raising the likelihood of being prone to changes and faults. Identifying…

Software Engineering · Computer Science 2025-02-10 Anh Ho , Anh M. T. Bui , Phuong T. Nguyen , Amleto Di Salle , Bach Le

Background. Architectural smells and code smells are symptoms of bad code or design that can cause different quality problems, such as faults, technical debt, or difficulties with maintenance and evolution. Some studies show that code…

Software Engineering · Computer Science 2019-04-29 Francesca Arcelli Fontanaa , Valentina Lenarduzzi , Riccardo Roveda , Davide Taibi

As modern software development increasingly relies on reusable libraries and components, managing dependencies has become critical for ensuring software stability and security. However, challenges such as outdated dependencies, missed…

Software Engineering · Computer Science 2025-04-01 Barisha Chowdhury , Md Fazle Rabbi , S. M. Mahedy Hasan , Minhaz F. Zibran

Bad requirements quality can cause expensive consequences during the software development lifecycle, especially if iterations are long and feedback comes late. %-- the faster a problem is found, the cheaper it is to fix. This makes explicit…

Software Engineering · Computer Science 2016-11-29 H. Femmer , D. Méndez Fernández , S. Wagner , S. Eder

User Interfaces (UIs) intensively rely on event-driven programming: widgets send UI events, which capture users' interactions, to dedicated objects called controllers. Controllers use several UI listeners that handle these events to produce…

Software Engineering · Computer Science 2018-05-29 Arnaud Blouin , Valéria Lelli , Benoit Baudry , Fabien Coulon

Context: Code smells are considered symptoms of poor design, leading to future problems, such as reduced maintainability. Except for anecdotal cases (e. g. code dropout), a code smell survives until it gets explicitly refactored or removed.…

Software Engineering · Computer Science 2025-11-06 Américo Rio , Fernando Brito e Abreu

Code smells are symptoms of poor design quality. Since code review is a process that also aims at improving code quality, we investigate whether and how code review influences the severity of code smells. In this study, we analyze more than…

Software Engineering · Computer Science 2019-12-24 Luca Pascarella , Davide Spadini , Fabio Palomba , Alberto Bacchelli

The rise of user-contributed Open Source Software (OSS) ecosystems demonstrate their prevalence in the software engineering discipline. Libraries work together by depending on each other across the ecosystem. From these ecosystems emerges a…

Software Engineering · Computer Science 2017-09-15 Raula Gaikovina Kula , Ali Ouni , Daniel M. German , Katsuro Inoue