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Conducting experiments in federated, distributed, and heterogeneous testbeds is a challenging task for researchers. Researchers have to take care of the whole experiment life cycle, ensure the reproducibility of each run, and the…

Networking and Internet Architecture · Computer Science 2016-01-18 Matthias Wachs , Nadine Herold , Stephan-A. Posselt , Florian Dold , Georg Carle

Scientific Workflow Systems (SWSs) are advanced software frameworks that drive modern research by orchestrating complex computational tasks and managing extensive data pipelines. These systems offer a range of essential features, including…

Software Engineering · Computer Science 2025-06-26 Khairul Alam , Banani Roy , Chanchal K. Roy , Kartik Mittal

In biomedical research, validation of a new scientific discovery is tied to the reproducibility of its experimental results. However, in genomics, the definition and implementation of reproducibility still remain imprecise. Here, we argue…

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

To reproduce eScience, several challenges need to be solved: scientific workflows need to be automated; the involved software versions need to be provided in an unambiguous way; input data needs to be easily accessible; High-Performance…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-01-30 Kessy Abarenkov , Anne Fouilloux , Helmut Neukirchen , Abdulrahman Azab

Research software is an integral part of most research today and it is widely accepted that research software artifacts should be accessible and reproducible. However, the sustainable archival of research software artifacts is an ongoing…

Blockchain is a distributed ledger technique that guarantees the traceability of transactions. Blockchain is adopted in multiple domains like finance (e.g., cryptocurrency), healthcare, security, and supply chain. In the open-source…

Cryptography and Security · Computer Science 2022-05-18 Ajoy Das , Gias Uddin , Guenther Ruhe

Reproducibility in the computational sciences has been stymied because of the complex and rapidly changing computational environments in which modern research takes place. While many will espouse reproducibility as a value, the challenge of…

Software Engineering · Computer Science 2018-08-07 Remi Rampin , Fernando Chirigati , Vicky Steeves , Juliana Freire

As computational work becomes more and more integral to many aspects of scientific research, computational reproducibility has become an issue of increasing importance to computer systems researchers and domain scientists alike. Though…

Software Engineering · Computer Science 2015-03-06 Carl Boettiger

Generating new molecules with specified chemical and biological properties via generative models has emerged as a promising direction for drug discovery. However, existing methods require extensive training/fine-tuning with a large dataset,…

Quantitative Methods · Quantitative Biology 2023-04-25 Zichao Wang , Weili Nie , Zhuoran Qiao , Chaowei Xiao , Richard Baraniuk , Anima Anandkumar

Empirical research on code review processes is increasingly central to understanding software quality and collaboration. However, collecting and analyzing review data remains a time-consuming and technically intensive task. Most researchers…

Software Engineering · Computer Science 2025-10-07 Samah Kansab , Francis Bordeleau , Ali Tizghadam

GitHub plays a critical role in modern software supply chains, making its security an important research concern. Existing studies have primarily focused on CI/CD automation, collaboration patterns, and community management, while abuse…

Software Engineering · Computer Science 2026-04-21 Yuli Cheng , Xiaoyu Zhang , Jiongchi Yu , Shiqing Ma , Chao Shen , Yang Liu

University research groups in Computational Science and Engineering (CSE) generally lack dedicated funding and personnel for Research Software Engineering (RSE), which, combined with the pressure to maximize the number of scientific…

This work presents an approach for using GitHub classroom as a shared, structured, and persistent repository to support project-based courses at the Software Engineering Undergraduate program at PUC Minas, in Brazil. We discuss the needs of…

Software Engineering · Computer Science 2021-07-13 Maria Augusta Nelson , Lesandro Ponciano

Automated tools for solving GitHub issues are receiving significant attention by both researchers and practitioners, e.g., in the form of foundation models and LLM-based agents prompted with issues. A crucial step toward successfully…

Software Engineering · Computer Science 2026-01-06 Noor Nashid , Islem Bouzenia , Michael Pradel , Ali Mesbah

Analyzing the code evolution of software systems is relevant for practitioners, researchers, and educators. It can help practitioners identify design trends and maintenance challenges, provide researchers with empirical data to study…

Software Engineering · Computer Science 2026-02-03 Andre Hora

Nowadays, numerous industries have exceptional demand for skills in data science, such as data analysis, data mining, and machine learning. The computational notebook (e.g., Jupyter Notebook) is a well-known data science tool adopted in…

Traditional data science education often omits training on research workflows: the process that moves a scientific investigation from raw data to coherent research question to insightful contribution. In this paper, we elaborate basic…

Computers and Society · Computer Science 2021-06-09 Sara Stoudt , Valeri N. Vasquez , Ciera C. Martinez

Just like the scientific data they generate, simulation workflows for research should be findable, accessible, interoperable, and reusable (FAIR). However, while significant progress has been made towards FAIR data, the majority of science…

Digital Libraries · Computer Science 2022-05-04 Martin Hunt , Steven Clark , Daniel Mejia , Saaketh Desai , Alejandro Strachan

Cooperation is one of the behavioral traits that define human beings, however we are still trying to understand why humans cooperate. Behavioral experiments have been largely conducted to shed light into the mechanisms behind cooperation…

Computers and Society · Computer Science 2018-12-13 Julián Vicens , Josep Perelló , Jordi Duch