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Computational science has seen in the last decades a spectacular rise in the scope, breadth, and depth of its efforts. Notwithstanding this prevalence and impact, it is often still performed using the renaissance model of individual…

计算物理 · 物理学 2015-10-05 Giovanni Pizzi , Andrea Cepellotti , Riccardo Sabatini , Nicola Marzari , Boris Kozinsky

The ever-growing availability of computing power and the sustained development of advanced computational methods have contributed much to recent scientific progress. These developments present new challenges driven by the sheer amount of…

With ever-increasing computational capabilities, robust and automated research workflows have become essential for orchestrating large numbers of interdependent simulations. However, significant technical expertise is still required to…

We discuss here our vision for an Open-Science platform for computational Materials Science. Such a platform needs to rely on three pillars, consisting of 1) open data generation tools (including the simulation codes, the scientific…

材料科学 · 物理学 2021-07-21 Giovanni Pizzi

Cloud platforms allow users to execute tasks directly from their web browser and are a key enabling technology not only for commerce but also for computational science. Research software is often developed by scientists with limited…

Modern large-scale scientific discovery requires multidisciplinary collaboration across diverse computing facilities, including High Performance Computing (HPC) machines and the Edge-to-Cloud continuum. Integrated data analysis plays a…

分布式、并行与集群计算 · 计算机科学 2023-08-21 Renan Souza , Tyler J. Skluzacek , Sean R. Wilkinson , Maxim Ziatdinov , Rafael Ferreira da Silva

Functional materials that enable many technological applications in our everyday lives owe their unique properties to defects that are carefully engineered and incorporated into these materials during processing. However, optimizing and…

材料科学 · 物理学 2023-03-23 Sokseiha Muy , Conrad Johnston , Nicola Marzari

Materials Cloud is a platform designed to enable open and seamless sharing of resources for computational science, driven by applications in materials modelling. It hosts 1) archival and dissemination services for raw and curated data,…

Advances in technology and computing hardware are enabling scientists from all areas of science to produce massive amounts of data using large-scale simulations or observational facilities. In this era of data deluge, effective coordination…

数据库 · 计算机科学 2015-03-31 Spyros Blanas , Surendra Byna

The information retrieval (IR) community has a strong tradition of making the computational artifacts and resources available for future reuse, allowing the validation of experimental results. Besides the actual test collections, the…

信息检索 · 计算机科学 2022-07-20 Timo Breuer , Jüri Keller , Philipp Schaer

Ensuring the trustworthiness and long-term verifiability of scientific data is a foundational challenge in the era of data-intensive, collaborative research. Provenance metadata plays a key role in this context, capturing the origin,…

网络与互联网体系结构 · 计算机科学 2025-06-02 Nicola Giuseppe Marchioro , Yannis Velegrakis , Valentine Anantharaj , Ian Foster , Sandro Luigi Fiore

Conducting experiments and documenting results is daily business of scientists. Good and traceable documentation enables other scientists to confirm procedures and results for increased credibility. Documentation and scientific conduct are…

分布式、并行与集群计算 · 计算机科学 2011-12-15 Miriam Ney , Guy K. Kloss , Andreas Schreiber

Recent research has demonstrated that artificial intelligence (AI) can assist electronic design automation (EDA) in improving both the quality and efficiency of chip design. But current AI for EDA (AI-EDA) infrastructures remain fragmented,…

机器学习 · 计算机科学 2025-11-11 Yihang Qiu , Zengrong Huang , Simin Tao , Hongda Zhang , Weiguo Li , Xinhua Lai , Rui Wang , Weiqiang Wang , Xingquan Li

Digital repositories, either digital preservation systems or archival systems, periodically check the integrity of stored objects to assure users of their correctness. To do so, prior solutions calculate integrity metadata and require the…

数据库 · 计算机科学 2014-09-26 Nikos Chondros , Mema Roussopoulos

Over the last two decades, the field of computational science has seen a dramatic shift towards incorporating high-throughput computation and big-data analysis as fundamental pillars of the scientific discovery process. This has…

分布式、并行与集群计算 · 计算机科学 2020-11-18 Martin Uhrin , Sebastiaan P. Huber , Jusong Yu , Nicola Marzari , Giovanni Pizzi

Scientists today collect, analyze, and generate TeraBytes and PetaBytes of data. These data are often shared and further processed and analyzed among collaborators. In order to facilitate sharing and data interpretations, data need to carry…

天体物理仪器与方法 · 物理学 2010-05-18 Ewa Deelman , Bruce Berriman , Ann Chervenak , Oscar Corcho , Paul Groth , Luc Moreau

Artificial Intelligence (AI) systems are increasingly dependent on complex, multi-layered software supply chains that introduce challenges for reproducibility, transparency, and security assurance. This study presents an Artificial…

软件工程 · 计算机科学 2026-05-20 Petar Radanliev , Omar Santos , Carsten Maple , Kay Atefi

All Control Systems that grow to any size have a variety of data that are stored in different formats on different nodes in the network. Examples include sensor value and status, archived sensor data, device oriented support data and…

加速器物理 · 物理学 2007-05-23 Matthias Clausen , Ron MacKenzie , Robert Sass , Kenneth Underwood , Greg White

Data provenance analysis has been used as an assistive measure for ensuring system integrity. However, such techniques are typically reactive approaches to identify the root cause of an attack in its aftermath. This is in part due to fact…

密码学与安全 · 计算机科学 2021-06-02 Shamaria Engram , Tyler Kaczmarek , Alice Lee , David Bigelow

Dataset transparency is a key enabler of responsible AI, but insights into multimodal dataset attributes that impact trustworthy and ethical aspects of AI applications remain scarce and are difficult to compare across datasets. To address…

计算机与社会 · 计算机科学 2025-05-26 Wiebke Hutiri , Mircea Cimpoi , Morgan Scheuerman , Victoria Matthews , Alice Xiang
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