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\underline{Context:} Logging is a fundamental yet complex practice in software engineering, essential for monitoring, debugging, and auditing software systems. With the increasing integration of machine learning (ML) components into…

Software Engineering · Computer Science 2026-01-12 Patrick Loic Foalem , Leuson Da Silva , Foutse Khomh , Ettore Merlo , Heng Li

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

Code smells are seen as major source of technical debt and, as such, should be detected and removed. However, researchers argue that the subjectiveness of the code smells detection process is a major hindrance to mitigate the problem of…

Software Engineering · Computer Science 2023-03-07 José Pereira dos Reis , Fernando Brito e Abreu , Glauco de Figueiredo Carneiro

Code smells are indicators of potential design flaws in source code and do not appear alone but in combination with other smells, creating complex interactions. While existing literature classifies these smell interactions into collocated,…

Software Engineering · Computer Science 2025-04-28 Ruchin Gupta , Sandeep Kumar Singh

Reinforcement Learning (RL) is being increasingly used to learn and adapt application behavior in many domains, including large-scale and safety critical systems, as for example, autonomous driving. With the advent of plug-n-play RL…

Software Engineering · Computer Science 2023-08-04 Nicolás Cardozo , Ivana Dusparic , Christian Cabrera

Context. The adoption of Machine Learning (ML)--enabled systems is steadily increasing. Nevertheless, there is a shortage of ML-specific quality assurance approaches, possibly because of the limited knowledge of how quality-related concerns…

Software Engineering · Computer Science 2024-03-14 Gilberto Recupito , Giammaria Giordano , Filomena Ferrucci , Dario Di Nucci , Fabio Palomba

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

Context: Large Language Models (LLMs) are increasingly being used to generate program code. Much research has been reported on the functional correctness of generated code, but there is far less on code quality. Objectives: In this study,…

Software Engineering · Computer Science 2025-10-06 Debalina Ghosh Paul , Hong Zhu , Ian Bayley

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

Integrated Development Environments shape developers' daily experience, yet the empirical study of their usability and user experience (UX) remains limited. This work presents an LLM-assisted approach to detecting UX smells in Visual Studio…

Software Engineering · Computer Science 2026-02-26 Andrés Rodriguez , Juan Cruz Gardey , Alejandra Garrido

The context of this work is specification, detection and ultimately removal of detectable harmful patterns in source code that are associated with defects in design and implementation of software. In particular, we investigate five code…

Software Engineering · Computer Science 2017-04-03 Nicole Vavrová , Vadim Zaytsev

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

Block-based programming languages like Scratch enable children to be creative while learning to program. Even though the block-based approach simplifies the creation of programs, learning to program can nevertheless be challenging.…

Software Engineering · Computer Science 2021-08-16 Florian Obermüller , Lena Bloch , Luisa Greifenstein , Ute Heuer , Gordon Fraser

Developing test code may be a time-consuming task that usually requires much effort and cost, especially when it is done manually. Besides, during this process, developers and testers are likely to adopt bad design choices, which may lead…

Software Engineering · Computer Science 2020-03-13 Nildo Silva Junior , Larissa Rocha , Luana Almeida Martins , Ivan Machado

Context. Code smells, which are recurring anomalies in design or style, have been extensively researched in professional code. However, their significance in block-based projects created by novices is still largely unknown. Block-based…

Software Engineering · Computer Science 2025-07-24 Ricardo Hidalgo Aragón , Jesús M. González-Barahona , Gregorio Robles

Build scripts automate the process of compiling source code, managing dependencies, running tests, and packaging software into deployable artifacts. These scripts are ubiquitous in modern software development pipelines for streamlining…

Software Engineering · Computer Science 2026-04-27 Mahzabin Tamanna , Yash Chandrani , Matthew Burrows , Brandon Wroblewski , Laurie Williams , Dominik Wermke

In this paper, we present a tertiary systematic literature review of previous surveys, secondary systematic literature reviews, and systematic mappings. We identify the main observations (what we know) and challenges (what we do not know)…

Software Engineering · Computer Science 2020-08-11 Guilherme Lacerda , Fabio Petrillo , Marcelo Pimenta , Yann Gael Gueheneuc

Software testing is a critical activity to ensure that software complies with its specification. However, current software testing activities tend not to be completely effective when applied in specific software domains in Virtual Reality…

Software Engineering · Computer Science 2020-09-21 Stevao A. Andrade , Fatima L. S. Nunes , Marcio E. Delamaro

Using open-source dependencies is essential in modern software development. However, this practice implies significant trust in third-party code, while there is little support for developers to assess this trust. As a consequence, attacks…

Software Engineering · Computer Science 2025-09-08 Raphina Liu , Sofia Bobadilla , Benoit Baudry , Martin Monperrus

Bad smells have been defined to describe potential problems in code, possibly pointing out refactoring opportunities. Several empirical studies have highlighted that smells have a negative impact on comprehension and maintainability.…

Software Engineering · Computer Science 2021-07-21 Elder Vicente de Paulo Sobrinho , Marcelo de Almeida Maia