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As Deep learning (DL) systems continuously evolve and grow, assuring their quality becomes an important yet challenging task. Compared to non-DL systems, DL systems have more complex team compositions and heavier data dependency. These…

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

Unit testing is an important practice that helps ensure the quality of a software system by validating its behavior through a series of test cases. Core to these test cases are assertion statements, which enable software practitioners to…

Code smells are widely used indicators of poor code quality, revealing structural problems and areas where improvement can be made. Although extensively studied in object-oriented languages, functional programming languages remain…

Software Engineering · Computer Science 2026-05-26 Walber Araújo , José Truta , Lucas Vegi , Marco Tulio Valente , João Brunet

Traditionally, energy efficiency research has focused on reducing energy consumption at the hardware level and, more recently, in the design and coding phases of the software development life cycle. However, software testing's impact on…

Software Engineering · Computer Science 2025-02-07 Md Rakib Hossain Misu , Jiawei Li , Adithya Bhattiprolu , Yang Liu , Eduardo Almeida , Iftekhar Ahmed

Software is infamous for its poor quality and frequent occurrence of bugs. While there is no doubt that thorough testing is an appropriate answer to ensure sufficient quality, the poor state of software generally suggests that developers…

Software Engineering · Computer Science 2023-09-06 Philipp Straubinger , Gordon Fraser

Software is at the core of most scientific discoveries today. Therefore, the quality of research results highly depends on the quality of the research software. Rigorous testing, as we know it from software engineering in the industry,…

Software Engineering · Computer Science 2024-12-20 Michael Dorner , Andreas Bauer , Florian Angermeir

Code smells are symptoms of potential code quality problems that may affect software maintainability, thus increasing development costs and impacting software reliability. Large language models (LLMs) have shown remarkable capabilities for…

Software Engineering · Computer Science 2026-01-16 Saymon Souza , Amanda Santana , Eduardo Figueiredo , Igor Muzetti , João Eduardo Montandon , Lionel Briand

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

When teaching Programming and Software Engineering in Bachelor's Degree programs, the emphasis on creating functional software projects often overshadows the focus on software quality, a trend that aligns with ACM curricula recommendations.…

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

JavaScript has been consistently among the most popular programming languages in the past decade. However, its dynamic, weakly-typed, and asynchronous nature can make it challenging to write maintainable code for developers without in-depth…

Cryptography and Security · Computer Science 2024-12-02 Vikas Kambhampati , Nehaz Hussain Mohammed , Amin Milani Fard

Building on the computer science concept of code smells, we initiate the study of law smells, i.e., patterns in legal texts that pose threats to the comprehensibility and maintainability of the law. With five intuitive law smells as running…

Information Retrieval · Computer Science 2021-10-26 Corinna Coupette , Dirk Hartung , Janis Beckedorf , Maximilian Böther , Daniel Martin Katz

Spreadsheets are commonly used in organizations as a programming tool for business-related calculations and decision making. Since faults in spreadsheets can have severe business impacts, a number of approaches from general software…

Software Engineering · Computer Science 2018-05-29 Patrick Koch , Konstantin Schekotihin , Dietmar Jannach , Birgit Hofer , Franz Wotawa

Large Language Models (LLMs) have gained massive popularity in recent years and are increasingly integrated into software systems for diverse purposes. However, poorly integrating them in source code may undermine software system quality.…

Software Engineering · Computer Science 2025-12-29 Brahim Mahmoudi , Zacharie Chenail-Larcher , Naouel Moha , Quentin Stiévenart , Florent Avellaneda

Android Inter-Component Communication (ICC) is complex, largely unconstrained, and hard for developers to understand. As a consequence, ICC is a common source of security vulnerability in Android apps. To promote secure programming…

Cryptography and Security · Computer Science 2018-12-11 Pascal Gadient , Mohammad Ghafari , Patrick Frischknecht , Oscar Nierstrasz

The use of new technologies in higher education has surprisingly emphasized students' tendency to adopt a passive behavior in class. Participation and interaction of students are essential to improve academic results. This paper describes…

The process of writing code and use of features in an integrated development environment (IDE) is a fruitful source of data in computing education research. Existing studies use records of students' actions in the IDE, consecutive code…

Software Engineering · Computer Science 2020-12-10 Elena Lyulina , Anastasiia Birillo , Vladimir Kovalenko , Timofey Bryksin

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

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