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People are able to detect up to 1 trillion odors. Yet, city planning is concerned only with a few bad odors, mainly because odors are currently captured only through complaints made by urban dwellers. To capture both good and bad odors, we…

Social and Information Networks · Computer Science 2016-05-24 Daniele Quercia , Luca Maria Aiello , Rossano Schifanella

Code smell is a great challenge in software refactoring, which indicates latent design or implementation flaws that may degrade the software maintainability and evolution. Over the past of decades, the research on code smell has received…

Software Engineering · Computer Science 2026-04-21 Hanyu Zhang , Tomoji Kishi

Context: Technical Debt (TD) discusses the negative impact of sub-optimal decisions to cope with the need-for-speed in software development. Code Technical Debt Items (TDI) are atomic elements of TD that can be observed in code artefacts.…

Software Engineering · Computer Science 2022-01-06 Ehsan Zabardast , Kwabena Ebo Bennin , Javier Gonzalez-Huerta

This paper presents GLITCH, a new technology-agnostic framework that enables automated polyglot code smell detection for Infrastructure as Code scripts. GLITCH uses an intermediate representation on which different code smell detectors can…

Cryptography and Security · Computer Science 2023-08-21 Nuno Saavedra , João Gonçalves , Miguel Henriques , João F. Ferreira , Alexandra Mendes

Smell has a huge influence over how we perceive places. Despite its importance, smell has been crucially overlooked by urban planners and scientists alike, not least because it is difficult to record and analyze at scale. One of the authors…

Social and Information Networks · Computer Science 2015-05-27 Daniele Quercia , Rossano Schifanella , Luca Maria Aiello , Kate McLean

Context: Developers use bad code smells to guide code reorganization. Yet developers, text books, tools, and researchers disagree on which bad smells are important. Objective: To evaluate the likelihood that a code reorganization to address…

Software Engineering · Computer Science 2017-05-17 Rahul Krishna , Tim Menzies , Lucas Layman

Continuous Integration and Deployment (CI/CD) facilitate rapid software delivery, making fast feedback and minimal downtime essential. While caching has been shown to be an effective technique for tackling pipeline performance and…

Software Engineering · Computer Science 2026-04-21 Francesco Urdih , Theodoros Theodoropoulos , Uwe Zdun

Microservice architecture has become a dominant architectural style in the service-oriented software industry. Poor practices in the design and development of microservices are called microservice bad smells. In microservice bad smells…

Software Engineering · Computer Science 2024-04-03 Weipan Yang , Yongchao Xing , Yiming Lyu , Zhihao Liang , Zhiying Tu

Context: Software architecture is a knowledge-intensive field. One mechanism for storing architecture knowledge is the recognition and description of architectural patterns. Selecting architectural patterns is a challenging task for…

Software Engineering · Computer Science 2020-05-19 Siamak Farshidi , Slinger Jansen , Jan Martijn van der Werf}

The code smell is a sign of design and development flaws in a software system that reduces the reusability and maintainability of the system. Refactoring is done as an ongoing practice to remove the code smell from the program code. Among…

Software Engineering · Computer Science 2023-03-21 Pritom Saha Akash , Kevin Chen-Chuan Chang

Having similar code fragments, also called clones, in software systems can lead to unnecessary comprehension, review and change efforts. Syntactically similar clones can often be encountered in practice. The same is not clear for only…

Software Engineering · Computer Science 2018-05-23 Verena Käfer , Stefan Wagner , Rainer Koschke

Educating students about software testing practices is integral to the curricula of many computer science-related courses and typically involves students writing unit tests. Similar to production/source code, students might inadvertently…

Software Engineering · Computer Science 2024-04-17 Anthony Peruma , Eman Abdullah AlOmar , Wajdi Aljedaani , Christian D. Newman , Mohamed Wiem Mkaouer

Software architecture is receiving increasingly attention as a critical design level for software systems. As software architecture design resources (in the form of architectural descriptions) are going to be accumulated, the development of…

Software Engineering · Computer Science 2007-05-23 Jianjun Zhao

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

Refactorings are transformations to improve the code design without changing overall functionality and observable behavior. During the refactoring process of smelly test code, practitioners may struggle to identify refactoring candidates…

Software Engineering · Computer Science 2023-05-08 Luana Martins , Denivan Campos , Railana Santana , Joselito Mota Junior , Heitor Costa , Ivan Machado

Modern software systems heavily rely on third-party dependencies, making software supply chain security a critical concern. We introduce the concept of software supply chain smells as structural indicators that signal potential security…

Software Engineering · Computer Science 2026-03-31 Larissa Schmid , Diogo Gaspar , Raphina Liu , Sofia Bobadilla , Benoit Baudry , Martin Monperrus

The promise of Large Language Models in automated software engineering is often measured by functional correctness, overlooking the critical issue of long term maintainability. This paper presents a systematic audit of technical debt in…

Software Engineering · Computer Science 2026-05-05 Yuecai Zhu , Nikolaos Tsantalis , Peter C. Rigby

Nowadays, most DL frameworks (DLFs) use multilingual programming of Python and C/C++, facilitating the flexibility and performance of the DLF. However, inappropriate interlanguage interaction may introduce design smells involving multiple…

Software Engineering · Computer Science 2024-12-17 Zengyang Li , Xiaoyong Zhang , Wenshuo Wang , Peng Liang , Ran Mo , Jie Tan , Hui Liu

Enhancing the modular structure of existing systems has attracted substantial research interest, focusing on two main methods: (1) software modularization and (2) identifying design issues (e.g., smells) as refactoring opportunities.…

Software Engineering · Computer Science 2024-11-05 Chenxing Zhong , Daniel Feitosa , Paris Avgeriou , Huang Huang , Yue Li , He Zhang

Python is widely adopted across various domains, especially in Machine Learning (ML) and traditional software projects. Despite its versatility, Python is susceptible to performance smells, i.e., suboptimal coding practices that can reduce…

Software Engineering · Computer Science 2025-04-30 François Belias , Leuson Da Silva , Foutse Khomh , Cyrine Zid