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Related papers: Report of the DOE/NSF Workshop on Correctness in S…

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Correctness in scientific computing (SC) is gaining increasing attention in the formal methods (FM) and programming languages (PL) community. Existing PL/FM verification techniques struggle with the complexities of realistic SC…

Software Engineering · Computer Science 2025-10-16 Matthew Sottile , Mohit Tekriwal , John Sarracino

This volume contains the proceedings of the Verification of Scientific Software (VSS 2025) workshop, held on 4 May 2025 at McMaster University, Canada, as part of ETAPS 2025. VSS brings together researchers in software verification and…

Logic in Computer Science · Computer Science 2025-10-15 Stephen F. Siegel , Ganesh Gopalakrishnan

Modern science, technology, and politics are all permeated by data that comes from people, measurements, or computational processes. While this data is often incomplete, corrupt, or lacking in sufficient accuracy and precision, explicit…

Maintaining leadership in HPC requires the ability to support simulations at large scales and fidelity. In this study, we detail one of the most significant productivity challenges in achieving this goal, namely the increasing proclivity to…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-05-23 Ganesh Gopalakrishnan , Paul D. Hovland , Costin Iancu , Sriram Krishnamoorthy , Ignacio Laguna , Richard A. Lethin , Koushik Sen , Stephen F. Siegel , Armando Solar-Lezama

We present an overview of current academic curricula for Scientific Computing, High-Performance Computing and Data Science. After a survey of current academic and non-academic programs across the globe, we focus on Canadian programs and…

Computers and Society · Computer Science 2019-01-17 Marcelo Ponce , Erik Spence , Daniel Gruner , Ramses van Zon

We analyze the changes in the training and educational efforts of the SciNet HPC Consortium, a Canadian academic High Performance Computing center, in the areas of Scientific Computing and High-Performance Computing, over the last six…

Computers and Society · Computer Science 2019-01-18 Ramses van Zon , Marcelo Ponce , Erik Spence , Daniel Gruner

This report documents the process that led to the NSF Workshop on "Sustainable Computing for Sustainability" held in April 2024 at NSF in Alexandria, VA, and reports on its findings. The workshop's primary goals were to (i) advance the…

Computers and Society · Computer Science 2024-07-12 Roch Guérin , Amy McGovern , Klara Nahrstedt

Randomized algorithms have propelled advances in artificial intelligence and represent a foundational research area in advancing AI for Science. Future advancements in DOE Office of Science priority areas such as climate science,…

Many science advances have been possible thanks to the use of research software, which has become essential to advancing virtually every Science, Technology, Engineering and Mathematics (STEM) discipline and many non-STEM disciplines…

Software Engineering · Computer Science 2019-02-26 Daniel S. Katz , Patrick Aerts , Neil P. Chue Hong , Anshu Dubey , Sandra Gesing , Henry J. Neeman , David E. Pearah

Program synthesis is an active research field in academia, national labs, and industry. Yet, work directly applicable to scientific computing, while having some impressive successes, has been limited. This report reviews the relevant areas…

Machine Learning · Computer Science 2021-02-03 Hal Finkel , Ignacio Laguna

The Future Circular Collider (FCC) at CERN, a proposed 100-km circular facility with several colliders in succession, culminates with a 100 TeV proton-proton collider. It offers a vast new domain of exploration in particle physics, with…

Over the past two decades the field of computational science and engineering (CSE) has penetrated both basic and applied research in academia, industry, and laboratories to advance discovery, optimize systems, support decision-makers, and…

The NSF-funded Robust Epidemic Surveillance and Modeling (RESUME) project successfully convened a workshop entitled "High-performance computing and large-scale data management in service of epidemiological modeling" at the University of…

Computers and Society · Computer Science 2023-08-10 Abby Stevens , Jonathan Ozik , Kyle Chard , Jaline Gerardin , Justin M. Wozniak

Program correctness used to be the main concern of computer software in the early days when formal semantics was a hot topic. But, the word "correct" was afterwards replaced by reliable, robust and trustworthy etc., a tradeoff situation…

Software Engineering · Computer Science 2022-03-30 Chongyi Yuan , Lijie Wen , Xiongliang Yan

Computational science and engineering (CSE) has been misunderstood to advance with the construction of enormous computers. To the contrary, the historical record demonstrates that innovations in CSE come from improvements to the mathematics…

History and Overview · Mathematics 2011-08-11 Joseph F. Grcar

As scientific applications extend to the simulation of more and more complex systems, they involve an increasing number of abstraction levels, at each of which errors can emerge and across which they can propagate; tools for correctness…

Software Engineering · Computer Science 2011-01-18 Eloisa Bentivegna , Gabrielle Allen , Oleg Korobkin , Erik Schnetter

Proper citation is of great importance in academic writing for it enables knowledge accumulation and maintains academic integrity. However, citing properly is not an easy task. For published scientific entities, the ever-growing academic…

Digital Libraries · Computer Science 2022-10-20 Jialiang Lin , Yao Yu , Jiaxin Song , Xiaodong Shi

How should software engineering be adapted for Computational Science (CS)? If we understood that, then we could better support software sustainability, verifiability, reproducibility, comprehension, and usability for CS community. For…

Software Engineering · Computer Science 2020-03-13 Huy Tu , Rishabh Agrawal , Tim Menzies

This report synthesizes findings from the November 2024 Community Workshop on Practical Reproducibility in HPC, which convened researchers, artifact authors, reviewers, and chairs of reproducibility initiatives to address the critical…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-05-06 Kate Keahey , Marc Richardson , Rafael Tolosana Calasanz , Sascha Hunold , Jay Lofstead , Tanu Malik , Christian Perez
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