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The reproducibility of published research has become an important topic in science policy. A number of large-scale replication projects have been conducted to gauge the overall reproducibility in specific academic fields. Here, we present…

Applications · Statistics 2021-06-09 Michael Gordon , Domenico Viganola , Anna Dreber , Magnus Johannesson , Thomas Pfeiffer

To facilitate rational molecular and materials design, this research proposes an integrated computational framework that combines stochastic simulation, ab initio quantum chemistry, and molecular docking. The suggested workflow allows…

Materials Science · Physics 2026-01-08 Md Rakibul Karim Akanda , Michael P. Richard

Training deep research agents requires long-horizon trajectories that interleave search, evidence aggregation, and multi-step reasoning. However, existing data collection pipelines typically rely on proprietary web APIs, making large-scale…

Information Retrieval · Computer Science 2026-03-24 Zhuofeng Li , Dongfu Jiang , Xueguang Ma , Haoxiang Zhang , Ping Nie , Yuyu Zhang , Kai Zou , Jianwen Xie , Yu Zhang , Wenhu Chen

In Open Source Software, the source code and any other resources available in a project can be viewed or reused by anyone subject to often permissive licensing restrictions. In contrast to some studies of dependency-based reuse supported…

Software Engineering · Computer Science 2024-02-12 Mahmoud Jahanshahi , Audris Mockus

The effective and ethical use of data to inform decision-making offers huge value to the public sector, especially when delivered by transparent, reproducible, and robust data processing workflows. One way that governments are unlocking…

Computers and Society · Computer Science 2023-05-26 Federico Botta , Robin Lovelace , Laura Gilbert , Arthur Turrell

High-quality datasets of real-world vulnerabilities are enormously valuable for downstream research in software security, but existing datasets are typically small, require extensive manual effort to update, and are missing crucial features…

Reproducibility is inseparable from transparency, as sharing data, code and computational environment is a pre-requisite for being able to retrace the steps of producing the research results. Others have made the case that this artifact…

Computers and Society · Computer Science 2022-05-19 Lorena A. Barba

Reproducibility should be a cornerstone of science as it enables validation and reuse. In recent years, the scientific community and the general public became increasingly aware of the reproducibility crisis, i.e. the wide-spread inability…

Human-Computer Interaction · Computer Science 2020-12-07 Sebastian Stefan Feger

Feltor is a modular and free scientific software package. It allows developing platform independent code that runs on a variety of parallel computer architectures ranging from laptop CPUs to multi-GPU distributed memory systems. Feltor…

Binary decompilation is a critical reverse engineering task aimed at reconstructing high-level source code from stripped executables. Although Large Language Models (LLMs) have recently shown promise, they often suffer from "logical…

Software Engineering · Computer Science 2026-04-15 Qiang Zhang , Zhongnian Li

The reproducibility of scientific experiment is vital for the advancement of disciplines based on previous work. To achieve this goal, many researchers focus on complex methodology and self-invented tools which have difficulty in practical…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-12-29 Feng Zhao , Xingzhi Niu , Shao-Lun Huang , Lin Zhang

The high-performance computing (HPC) community has adopted incentive structures to motivate reproducible research, with major conferences awarding badges to papers that meet reproducibility requirements. Yet, many papers do not meet such…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-01 Valérie Hayot-Sasson , Nathaniel Hudson , André Bauer , Maxime Gonthier , Ian Foster , Kyle Chard

Digital computational outputs are now ubiquitous in the research workflow and the way in which these data are stored and cataloged is becoming more standardized across fields of research. However, even with accessible data and code, the…

Digital Libraries · Computer Science 2025-08-19 Sabar Dasgupta , Paul Nuyujukian

In many academic disciplines, software is created during the research process or for a research purpose. The crucial role of software for research is increasingly acknowledged. The application of software engineering to research software…

Software Engineering · Computer Science 2025-12-02 Stephan Druskat , Lars Grunske

Existing C to Rust translation techniques fail to balance quality and scalability: transpilation-based approaches scale to large projects but produce code with poor safety, idiomaticity, and readability. In contrast, LLM-based techniques…

Software Engineering · Computer Science 2025-11-26 Saman Dehghan , Tianran Sun , Tianxiang Wu , Zihan Li , Reyhaneh Jabbarvand

Software vulnerabilities remain a critical security challenge, providing entry points for attackers into enterprise networks. Despite advances in security practices, the lack of high-quality datasets capturing diverse exploit behavior…

Cryptography and Security · Computer Science 2025-11-17 Alireza Lotfi , Charalampos Katsis , Elisa Bertino

The reproducibility of computational pipelines is an expectation in biomedical science, particularly in critical domains like human health. In this context, reporting next generation genome sequencing methods used in precision medicine…

Computational Engineering, Finance, and Science · Computer Science 2024-12-11 Meznah Aloqalaa , Stian Soiland-Reyes , Carole Goble

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

Reservoir computing (RC) is a computational framework known for its training efficiency, making it ideal for physical hardware implementations. However, realizing the complex interconnectivity of traditional reservoirs in physical systems…

Machine Learning · Computer Science 2026-04-14 Smita Deb , Shirin Panahi , Mulugeta Haile , Ying-Cheng Lai

Estimating the reliability of individual predictions is key to increase the adoption of computational models and artificial intelligence in preclinical drug discovery, as well as to foster its application to guide decision making in…

Quantitative Methods · Quantitative Biology 2019-08-13 Isidro Cortés-Ciriano , Andreas Bender