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Machine learning (ML) algorithms are showing a growing trend in helping the scientific communities across different disciplines and institutions to address large and diverse data problems. However, many available ML tools are…

HPC systems used for research run a wide variety of software and workflows. This software is often written or modified by users to meet the needs of their research projects, and rarely is built with security in mind. In this paper we…

Modern scientific discovery increasingly requires coordinating distributed facilities and heterogeneous resources, forcing researchers to act as manual workflow coordinators rather than scientists. Advances in AI leading to AI agents show…

Artificial Intelligence · Computer Science 2025-09-15 Woong Shin , Renan Souza , Daniel Rosendo , Frédéric Suter , Feiyi Wang , Prasanna Balaprakash , Rafael Ferreira da Silva

Machine Learning (ML) has already fundamentally changed several businesses. More recently, it has also been profoundly impacting the computational science and engineering domains, like geoscience, climate science, and health science. In…

High performance computing (HPC) and cloud have traditionally been separate, and presented in an adversarial light. The conflict arises from disparate beginnings that led to two drastically different cultures, incentive structures, and…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-24 Vanessa Sochat , David Fox , Daniel Milroy

Human involvement is critical in training and deploying AI systems in high-stakes defence and security contexts. However, real-time interaction is impractical in HPC environments due to compute intensity and resource constraints. We present…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-06 Sergio Mendoza , Cedric Bhihe , Natalia Zamora , David Modesto , Jose Martin Bugallo Batalla , Jesus Gomez Canovas , Rafel Palomo Avellaneda , Miguel Perez Espinosa

The traditional user-centered design process can hardly keep up with the ever faster technical development and increasingly diverse user preferences. As a solution, we propose to augment the tried-and-tested approach of conducting user…

Human-Computer Interaction · Computer Science 2023-02-23 Florian Fischer , Arthur Fleig , Markus Klar , Viktorija Paneva , Jörg Müller

Live migration, a technology enabling seamless transition of operational computational entities between various hosts while preserving continuous functionality and client connectivity, has been the subject of extensive research. However,…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-12-15 Sima Attar-Khorasani , Lincoln Sherpa , Matthias Lieber , Siavash Ghiasvand

As HPC systems grow in complexity, efficient and manageable operation is increasingly critical. Many centers are thus starting to explore the use of Operational Data Analytics (ODA) techniques, which extract knowledge from massive amounts…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-06-29 Alessio Netti , Michael Ott , Carla Guillen , Daniele Tafani , Martin Schulz

The Open Computing Cluster for Advanced data Manipulation (OCCAM) is a multi-purpose flexible HPC cluster designed and operated by a collaboration between the University of Torino and the Sezione di Torino of the Istituto Nazionale di…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-12-06 Marco Aldinucci , Stefano Bagnasco , Stefano Lusso , Paolo Pasteris , Sergio Rabellino , Sara Vallero

In the recent years, scientific workflows gained more and more popularity. In scientific workflows, tasks are typically treated as black boxes. Dealing with their complex interrelations to identify optimization potentials and bottlenecks is…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-09-13 Ansgar Lößer , Joel Witzke , Florian Schintke , Björn Scheuermann

The convergence of IoT, Edge, Cloud, and HPC technologies creates a compute continuum that merges cloud scalability and flexibility with HPC's computational power and specialized optimizations. However, integrating cloud and HPC resources…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-05-20 Aasish Kumar Sharma , Christian Boehme , Patrick Gelß , Ramin Yahyapour , Julian Kunkel

Computer-based scientific experiments are becoming increasingly data-intensive, necessitating the use of High-Performance Computing (HPC) clusters to handle large scientific workflows. These workflows result in complex data and control…

Databases · Computer Science 2025-02-17 Zahra Sadeghibogar , Alessandro Berti , Marco Pegoraro , Wil M. P. van der Aalst

Science reproducibility is a cornerstone feature in scientific workflows. In most cases, this has been implemented as a way to exactly reproduce the computational steps taken to reach the final results. While these steps are often…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-05-21 Karan Vahi , Mats Rynge , George Papadimitriou , Duncan A. Brown , Rajiv Mayani , Rafael Ferreira da Silva , Ewa Deelman , Anirban Mandal , Eric Lyons , Michael Zink

In this position paper we argue for standardizing how we share and process data in scientific workflows at the network-level to maximize step re-use and workflow portability across platforms and networks in pursuit of a foundational…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-12-19 Taylor Paul , William Regli

Living labs have been established across different countries to evaluate how the interaction between humans and buildings can be optimized to improve comfort, health, and energy savings. However, existing living labs can be too…

Human-Computer Interaction · Computer Science 2022-12-02 Alan Wang , Feng Yi Chang , Siavash Yousefi , Beatrice Li , Brad Campbell , Arsalan Heydarian

While automated experiments and high-throughput methods are becoming more mainstream in the age of data, empowering individual researchers to capture, collate, and contextualize their data faster and more reproducibly still remains a…

Computers and Society · Computer Science 2020-07-30 Ha-Kyung Kwon , Chirranjeevi Balaji Gopal , Jared Kirschner , Santiago Caicedo , Brian D. Storey

Hardware support for high-performance computing (HPC) has so far been subject to significant advances. The pervasiveness of HPC systems, mainly made up with parallel computing units, makes it crucial to spread and vivify effective HPC…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-02-06 Claude Tadonki

As quantum computing advances from theoretical promise to experimental reality, the need for rigorous experiment tracking becomes critical. Drawing inspiration from best practices in machine learning (ML) and artificial intelligence (AI),…

Quantum Physics · Physics 2025-07-10 Mahee Gamage , Otso Kinanen , Jake Muff , Vlad Stirbu