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Data sharing in large consortia, such as research collaborations or industry partnerships, requires addressing both organizational and technical challenges. A common platform is essential to promote collaboration, facilitate exchange of…

Current network training paradigms primarily focus on either centralized or decentralized data regimes. However, in practice, data availability often exhibits a hybrid nature, where both regimes coexist. This hybrid setting presents new…

Machine Learning · Computer Science 2025-12-01 Junyi Zhu , Ruicong Yao , Taha Ceritli , Savas Ozkan , Matthew B. Blaschko , Eunchung Noh , Jeongwon Min , Cho Jung Min , Mete Ozay

Nowadays, we have the emergence and abundance of many different data repositories and archival systems for scientific data discovery, use, and analysis. With the burgeoning data sharing platforms available, this study addresses how natural…

Digital Libraries · Computer Science 2018-03-06 Yi Shen

The proliferation of sensor technologies and advancements in data collection methods have enabled the accumulation of very large amounts of data. Increasingly, these datasets are considered for scientific research. However, the design of…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-07-28 Fatemeh Rouzbeh , Ananth Grama , Paul Griffin , Mohammad Adibuzzaman

Many fields of science rely on relational database management systems to analyze, publish and share data. Since RDBMS are originally designed for, and their development directions are primarily driven by, business use cases they often lack…

Databases · Computer Science 2013-08-08 László Dobos , Alexander S. Szalay , Tamás Budavári , István Csabai , Nolan Li

With the increased interest in computational sciences, machine learning (ML), pattern recognition (PR) and big data, governmental agencies, academia and manufacturers are overwhelmed by the constant influx of new algorithms and techniques…

Software Engineering · Computer Science 2017-07-28 André Anjos , Laurent El-Shafey , Sébastien Marcel

The evolution of the global scientific cyberinfrastructure (CI) has, over the last 10+ years, led to a large diversity of CI instances. While specialized, competing and alternative CI building blocks are inherent to a healthy ecosystem, it…

Distributed, Parallel, and Cluster Computing · Computer Science 2012-10-12 Jarek Nabrzyski , Krzysztof Kurowski , Daniel S. Katz , Andre Merzky

Many research groups aspire to make data and code FAIR and reproducible, yet struggle because the data and code life cycles are disconnected, executable environments are often missing from published work, and technical skill requirements…

Electric power systems are rapidly evolving into deeply digital, cyber-physical infrastructures in which large fleets of distributed energy resources must be coordinated as system-level flexibility across multiple spatial and temporal…

With the rapid development of computer software and hardware technologies, more and more healthcare data are becoming readily available from clinical institutions, patients, insurance companies and pharmaceutical industries, among others.…

Machine Learning · Computer Science 2020-08-24 Jie Xu , Benjamin S. Glicksberg , Chang Su , Peter Walker , Jiang Bian , Fei Wang

Data management can be a complex challenge in fields such as bioinformatics and health sciences, which continuously generate extensive heterogeneous datasets. In the context of collaborative global health initiatives, secure storage and…

Software Engineering · Computer Science 2026-05-20 Danilo Silva , Monika Moir , Cheryl Baxter , Tulio de Oliveira , Joicymara Xavier , Marcel Dunaiski

Scientific software is essential to scientific innovation and in many ways it is distinct from other types of software. Abandoned (or unmaintained), buggy, and hard to use software, a perception often associated with scientific software can…

Software Engineering · Computer Science 2025-06-23 Addi Malviya Thakur , Reed Milewicz , Mahmoud Jahanshahi , Lavínia Paganini , Bogdan Vasilescu , Audris Mockus

Foundation models are at the forefront of AI research, appealing for their ability to learn from vast datasets and cater to diverse tasks. Yet, their significant computational demands raise issues of environmental impact and the risk of…

Machine Learning · Computer Science 2025-07-03 Leyang Xue , Meghana Madhyastha , Randal Burns , Myungjin Lee , Mahesh K. Marina

The paper examines the current trends in designing of systems for convenient and secure remote job submission to various computer resources, including supercomputers, computer clusters, cloud resources, data storages and databases, and grid…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-04-01 Stanislav P. Polyakov , Andrey P. Demichev , Alexander P. Kryukov

Contemporary Distributed Computing Systems (DCS) such as Cloud Data Centres are large scale, complex, heterogeneous, and distributed across multiple networks and geographical boundaries. On the other hand, the Internet of Things…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-11-10 Shashikant Ilager , Rajeev Muralidhar , Rajkumar Buyya

Centralized and distributed systems are two main approaches to organizing ICT infrastructure, each with its pros and cons. Centralized systems concentrate resources in one location, making management easier but creating single points of…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-05-07 Valerio Bellandi

Open science has become a synonym for modern, digital and inclusive science. Inclusion does not stop at open access. Inclusion also requires transparency through open datasets and the right and ability to take part in the knowledge creation…

Computers and Society · Computer Science 2019-04-03 Patrick Wortner , Moritz Schubotz , Corinna Breitinger , Stephan Leible , Bela Gipp

This paper describes an information system designed to support the large volume of monitoring information generated by a distributed testbed. This monitoring information is produced by several subsystems and consists of status and…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-12-13 Warren Smith , Shava Smallen

Artificial Intelligence (AI) conferences are essential for advancing research, sharing knowledge, and fostering academic community. However, their rapid expansion has rendered the centralized conference model increasingly unsustainable.…

Computers and Society · Computer Science 2025-10-24 Nuo Chen , Moming Duan , Andre Huikai Lin , Qian Wang , Jiaying Wu , Bingsheng He

Global digitalization has given birth to the explosion of digital services in approximately every sector of contemporary life. Applications of artificial intelligence, blockchain technologies, and internet of things are promising to…

Computers and Society · Computer Science 2020-06-15 Nuoa Lei