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Reproducibility is a core requirement of modern scientific research. For computational research, reproducibility means that code should produce the same results, even when run on different systems. A standard approach to ensuring…

Other Computer Science · Computer Science 2023-10-03 Paxton C. Fitzpatrick , Jeremy R. Manning

In recent years, the research community, but also the general public, has raised serious questions about the reproducibility and replicability of scientific work. Since many studies include some kind of computational work, these issues are…

Software Engineering · Computer Science 2025-03-14 Lázaro Costa , Susana Barbosa , Jácome Cunha

Context: Scientific open-source software (SciOSS) plays a foundational role in research and engineering, yet its long-term sustainability has often been overlooked and remains a significant concern. Objective: This study investigates the…

Software Engineering · Computer Science 2026-05-06 Sheikh Md. Mushfiqur Rahman , Gregory R. Watson , Nasir U. Eisty

Scientific advancement relies on the ability to share and reproduce results. When data analysis or calculations are carried out using software written by scientists there are special challenges around code versions, quality and code…

Software Engineering · Computer Science 2025-07-09 S. Lee , C. Myers , A. Yang , T. Zhang , S. J. L. Billinge

Computational notebooks, such as Jupyter notebooks, are interactive computing environments that are ubiquitous among data scientists to perform data wrangling and analytic tasks. To measure the performance of AI pair programmers that…

Interactive notebooks, such as Jupyter, have revolutionized the field of data science by providing an integrated environment for data, code, and documentation. However, their adoption by robotics researchers and model developers has been…

Computational Engineering, Finance, and Science · Computer Science 2024-05-15 Rolando Garcia

As software has become an integral part of scientific workflows, reproducible research practices must take it into account. In what way? Archiving source code is a necessary but insufficient condition. The ability to redeploy software…

Software Engineering · Computer Science 2021-12-09 Ludovic Courtès

Undergraduate programs in science and engineering include at least one course in basic programming, but seldom presented in a contextualized format, where computing is a tool for thinking and learning in the discipline. We have created a…

Computers and Society · Computer Science 2020-06-26 Lorena A. Barba

Identifying academic plagiarism is a pressing task for educational and research institutions, publishers, and funding agencies. Current plagiarism detection systems reliably find instances of copied and moderately reworded text. However,…

Digital Libraries · Computer Science 2019-06-28 Norman Meuschke , Vincent Stange , Moritz Schubotz , Michael Karmer , Bela Gipp

In recent decades the analysis of data has become increasingly computational. Correspondingly, this has changed how scientific and statistical work is shared. For example, it is now commonplace for underlying analysis code and data to be…

Other Statistics · Statistics 2021-08-05 Gregory J. Hunt , Johann A. Gagnon-Bartsch

Teaching the software engineers of the future to write high-quality code with good style and structure is important. This systematic literature review identifies existing instructional approaches, their objectives, and the strategies used…

Software Engineering · Computer Science 2025-02-26 Sara Nurollahian , Hieke Keuning , Eliane Wiese

Computational notebooks, tools that facilitate storytelling through exploration, data analysis, and information visualization, have become the widely accepted standard in the data science community. These notebooks have been widely adopted…

Human-Computer Interaction · Computer Science 2023-08-08 Venkatesh Potluri , Sudheesh Singanamalla , Nussara Tieanklin , Jennifer Mankoff

Context: Code refactoring is widely recognized as an essential software engineering practice that improves the understandability and maintainability of source code. Several studies attempted to detect refactoring activities through mining…

Software Engineering · Computer Science 2025-02-07 Eman Abdullah AlOmar

Developers frequently reuse Stack Overflow code snippets, yet the quality of these snippets remains unevenly understood, particularly across programming languages and geographic contexts. This study investigates code quality in Stack…

Software Engineering · Computer Science 2026-05-06 Elijah Zolduoarrati , Sherlock A. Licorish , Nigel Stanger

What makes a paper independently reproducible? Debates on reproducibility center around intuition or assumptions but lack empirical results. Our field focuses on releasing code, which is important, but is not sufficient for determining…

Machine Learning · Computer Science 2019-09-17 Edward Raff

Effective ownership of software artifacts, particularly code, is crucial for accountability, knowledge sharing, and code quality enhancement. Researchers have proposed models linking ownership of software artifacts with developer…

Software Engineering · Computer Science 2024-05-27 Umme Ayman Koana , Quang Hy Le , Shadikur Rahman , Chris Carlson , Francis Chew , Maleknaz Nayebi

As scientific work becomes more computational and data intensive, research processes and results become more difficult to interpret and reproduce. In this poster, we show how the Jupyter notebook, a tool originally designed as a free…

Digital Libraries · Computer Science 2018-04-17 Bernadette M. Boscoe , Irene V. Pasquetto , Milena S. Golshan , Christine L. Borgman

Plagiarism in programming courses remains a persistent challenge, especially in competitive programming contexts where assignments often have unique, known solutions. This paper examines why traditional code plagiarism detection methods…

Computers and Society · Computer Science 2025-05-14 Ethan Dickey

Code retrieval is essential in modern software development, as it boosts code reuse and accelerates debugging. However, current benchmarks primarily emphasize functional relevance while neglecting critical dimensions of software quality.…

Software Engineering · Computer Science 2025-08-28 Jiahui Geng , Fengyu Cai , Shaobo Cui , Qing Li , Liangwei Chen , Chenyang Lyu , Haonan Li , Derui Zhu , Walter Pretschner , Heinz Koeppl , Fakhri Karray

Computational reproducibility is a growing problem that has been extensively studied among computational researchers and within the signal processing and machine learning research community. However, with the changing landscape of signal…

Signal Processing · Electrical Eng. & Systems 2022-02-16 Joseph Shenouda , Waheed U. Bajwa
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