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Understanding and effectively managing Technical Debt (TD) remains a vital challenge in software engineering. While many studies on code-level TD have been published, few illustrate the business impact of low-quality source code. In this…

Software Engineering · Computer Science 2024-01-25 Markus Borg , Ilyana Pruvost , Enys Mones , Adam Tornhill

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

Today's software systems like cyber-physical production systems or big data systems have to process large volumes and diverse types of data which heavily influences the quality of these so-called data-intensive systems. However, traditional…

Software Engineering · Computer Science 2019-04-10 Michael Felderer , Barbara Russo , Florian Auer

Deep Learning applications are becoming increasingly popular. Developers of deep learning systems strive to write more efficient code. Deep learning systems are constantly evolving, imposing tighter development timelines and increasing…

Software Engineering · Computer Science 2021-07-30 Hadhemi Jebnoun , Md Saidur Rahman , Foutse Khomh , Biruk Asmare Muse

Despite the recent trend of developing and applying neural source code models to software engineering tasks, the quality of such models is insufficient for real-world use. This is because there could be noise in the source code corpora used…

Software Engineering · Computer Science 2022-10-04 Anh T. V. Dau , Thang Nguyen-Duc , Hoang Thanh-Tung , Nghi D. Q. Bui

The low cost and rapid provisioning capabilities have made the cloud a desirable platform to launch complex scientific applications. However, resource utilization optimization is a significant challenge for cloud service providers, since…

Software Engineering · Computer Science 2023-10-24 Asif Imran , Tevfik Kosar

Advances in neural sensing technology are making it possible to observe the olfactory process in great detail. In this paper, we conceptualize smell from a Data Science and AI perspective, that relates the properties of odorants to how they…

Neurons and Cognition · Quantitative Biology 2024-04-09 Vivek Agarwal , Joshua Harvey , Dmitry Rinberg , Vasant Dhar

Learning-based techniques, especially advanced Large Language Models (LLMs) for code, have gained considerable popularity in various software engineering (SE) tasks. However, most existing works focus on designing better learning-based…

Software Engineering · Computer Science 2023-09-08 Xin Zhou , Kisub Kim , Bowen Xu , Jiakun Liu , DongGyun Han , David Lo

Context: Test smells are symptoms of sub-optimal design choices adopted when developing test cases. Previous studies have proved their harmfulness for test code maintainability and effectiveness. Therefore, researchers have been proposing…

Software Engineering · Computer Science 2022-08-17 Valeria Pontillo , Dario Amoroso d'Aragona , Fabiano Pecorelli , Dario Di Nucci , Filomena Ferrucci , Fabio Palomba

The growth of Python adoption across diverse domains has led to increasingly complex codebases, presenting challenges in maintaining code quality. While numerous tools attempt to address these challenges, they often fall short in providing…

Software Engineering · Computer Science 2025-01-31 Karthik Shivashankar , Antonio Martini

Leaked secrets, such as passwords and API keys, in codebases were responsible for numerous security breaches. Existing heuristic techniques, such as pattern matching, entropy analysis, and machine learning, exist to detect and alert…

Cryptography and Security · Computer Science 2020-08-14 Zhen Yu Ding , Benjamin Khakshoor , Justin Paglierani , Mantej Rajpal

Software Product Lines SPL are recognized as a successful approach to reuse in software development.Its purpose is to reduce production costs. This approach allows products to be different with respect of particular characteristics and…

Software Engineering · Computer Science 2020-12-01 Sami Ouali

Context: Securing microservice-based applications is crucial, as many IT companies are delivering their businesses through microservices. If security smells affect microservice-based applications, they can possibly suffer from security…

Software Engineering · Computer Science 2021-04-28 Francisco Ponce , Jacopo Soldani , Hernán Astudillo , Antonio Brogi

Requirements form the basis for defining software systems' obligations and tasks. Testable requirements help prevent failures, reduce maintenance costs, and make it easier to perform acceptance tests. However, despite the importance of…

Software Engineering · Computer Science 2024-03-27 Morteza Zakeri-Nasrabadi , Saeed Parsa

Identifier names, which comprise a significant portion of the codebase, are the cornerstone of effective program comprehension. However, research has shown that poorly chosen names can significantly increase cognitive load and hinder…

Software Engineering · Computer Science 2025-07-25 Carol Wong , Mai Abe , Silvia De Benedictis , Marissa Halim , Anthony Peruma

Is the quality of existing code correlated with the quality of subsequent changes? According to the (controversial) broken windows theory, which inspired this study, disorder sets descriptive norms and signals behavior that further…

Software Engineering · Computer Science 2025-01-09 Diomidis Spinellis , Panos Louridas , Maria Kechagia , Tushar Sharma

The adoption of Machine and Deep Learning (ML/DL) technologies introduces maintenance challenges, leading to Technical Debt (TD). Algorithm Debt (AD) is a TD type that impacts the performance and scalability of ML/DL systems. A review of 42…

Software Engineering · Computer Science 2026-04-09 Emmanuel Iko-Ojo Simon , Chirath Hettiarachchi , Fatemeh Fard , Alex Potanin , Hanna Suominen

Context: Scientific software plays an important role in critical decision making, for example making weather predictions based on climate models, and computation of evidence for research publications. Recently, scientists have had to…

Software Engineering · Computer Science 2018-04-06 Upulee Kanewala , James M. Bieman

Almost 50 years after the invention of SQL, injection attacks are still top-tier vulnerabilities of today's ICT systems. Consequently, SQLi detection is still an active area of research, where the most recent works incorporate machine…

Cryptography and Security · Computer Science 2023-04-25 Balazs Pejo , Nikolett Kapui

Context. Large Language Models (LLMs) are increasingly embedded in software engineering workflows for tasks including code generation, summarization, repair, and testing. Empirical studies report productivity gains, improved comprehension,…

Software Engineering · Computer Science 2026-01-30 Bruno Claudino Matias , Savio Freire , Juliana Freitas , Felipe Fronchetti , Kostadin Damevski , Rodrigo Spinola