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Data from high-energy physics (HEP) experiments are collected with significant financial and human effort and are mostly unique. An inter-experimental study group on HEP data preservation and long-term analysis was convened as a panel of…

High Energy Physics - Experiment · Physics 2012-05-22 Z. Akopov , Silvia Amerio , David Asner , Eduard Avetisyan , Olof Barring , James Beacham , Matthew Bellis , Gregorio Bernardi , Siegfried Bethke , Amber Boehnlein , Travis Brooks , Thomas Browder , Rene Brun , Concetta Cartaro , Marco Cattaneo , Gang Chen , David Corney , Kyle Cranmer , Ray Culbertson , Sunje Dallmeier-Tiessen , Dmitri Denisov , Cristinel Diaconu , Vitaliy Dodonov , Tony Doyle , Gregory Dubois-Felsmann , Michael Ernst , Martin Gasthuber , Achim Geiser , Fabiola Gianotti , Paolo Giubellino , Andrey Golutvin , John Gordon , Volker Guelzow , Takanori Hara , Hisaki Hayashii , Andreas Heiss , Frederic Hemmer , Fabio Hernandez , Graham Heyes , Andre Holzner , Peter Igo-Kemenes , Toru Iijima , Joe Incandela , Roger Jones , Yves Kemp , Kerstin Kleese van Dam , Juergen Knobloch , David Kreincik , Kati Lassila-Perini , Francois Le Diberder , Sergey Levonian , Aharon Levy , Qizhong Li , Bogdan Lobodzinski , Marcello Maggi , Janusz Malka , Salvatore Mele , Richard Mount , Homer Neal , Jan Olsson , Dmitri Ozerov , Leo Piilonen , Giovanni Punzi , Kevin Regimbal , Daniel Riley , Michael Roney , Robert Roser , Thomas Ruf , Yoshihide Sakai , Takashi Sasaki , Gunar Schnell , Matthias Schroeder , Yves Schutz , Jamie Shiers , Tim Smith , Rick Snider , David M. South , Rick St. Denis , Michael Steder , Jos Van Wezel , Erich Varnes , Margaret Votava , Yifang Wang , Dennis Weygand , Vicky White , Katarzyna Wichmann , Stephen Wolbers , Masanori Yamauchi , Itay Yavin , Hans von der Schmitt

Data from high-energy physics (HEP) experiments are collected with significant financial and human effort and are mostly unique. At the same time, HEP has no coherent strategy for data preservation and re-use. An inter-experimental Study…

High Energy Physics - Experiment · Physics 2012-08-27 Dphep Study Group

Computing plays an essential role in all aspects of high energy physics. As computational technology evolves rapidly in new directions, and data throughput and volume continue to follow a steep trend-line, it is important for the HEP…

New facilities of the 2020s, such as the High Luminosity Large Hadron Collider (HL-LHC), will be relevant through at least the 2030s. This means that their software efforts and those that are used to analyze their data need to consider…

The utility of large language models (LLMs) depends heavily on the quality and quantity of their training data. Many organizations possess large data corpora that could be leveraged to train or fine-tune LLMs tailored to their specific…

Machine Learning · Computer Science 2025-02-11 Tom Segal , Asaf Shabtai , Yuval Elovici

Scientific workflows have become integral tools in broad scientific computing use cases. Science discovery is increasingly dependent on workflows to orchestrate large and complex scientific experiments that range from execution of a…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-04-04 Rafael Ferreira da Silva , Rosa M. Badia , Venkat Bala , Debbie Bard , Peer-Timo Bremer , Ian Buckley , Silvina Caino-Lores , Kyle Chard , Carole Goble , Shantenu Jha , Daniel S. Katz , Daniel Laney , Manish Parashar , Frederic Suter , Nick Tyler , Thomas Uram , Ilkay Altintas , Stefan Andersson , William Arndt , Juan Aznar , Jonathan Bader , Bartosz Balis , Chris Blanton , Kelly Rosa Braghetto , Aharon Brodutch , Paul Brunk , Henri Casanova , Alba Cervera Lierta , Justin Chigu , Taina Coleman , Nick Collier , Iacopo Colonnelli , Frederik Coppens , Michael Crusoe , Will Cunningham , Bruno de Paula Kinoshita , Paolo Di Tommaso , Charles Doutriaux , Matthew Downton , Wael Elwasif , Bjoern Enders , Chris Erdmann , Thomas Fahringer , Ludmilla Figueiredo , Rosa Filgueira , Martin Foltin , Anne Fouilloux , Luiz Gadelha , Andy Gallo , Artur Garcia Saez , Daniel Garijo , Roman Gerlach , Ryan Grant , Samuel Grayson , Patricia Grubel , Johan Gustafsson , Valerie Hayot-Sasson , Oscar Hernandez , Marcus Hilbrich , AnnMary Justine , Ian Laflotte , Fabian Lehmann , Andre Luckow , Jakob Luettgau , Ketan Maheshwari , Motohiko Matsuda , Doriana Medic , Pete Mendygral , Marek Michalewicz , Jorji Nonaka , Maciej Pawlik , Loic Pottier , Line Pouchard , Mathias Putz , Santosh Kumar Radha , Lavanya Ramakrishnan , Sashko Ristov , Paul Romano , Daniel Rosendo , Martin Ruefenacht , Katarzyna Rycerz , Nishant Saurabh , Volodymyr Savchenko , Martin Schulz , Christine Simpson , Raul Sirvent , Tyler Skluzacek , Stian Soiland-Reyes , Renan Souza , Sreenivas Rangan Sukumar , Ziheng Sun , Alan Sussman , Douglas Thain , Mikhail Titov , Benjamin Tovar , Aalap Tripathy , Matteo Turilli , Bartosz Tuznik , Hubertus van Dam , Aurelio Vivas , Logan Ward , Patrick Widener , Sean Wilkinson , Justyna Zawalska , Mahnoor Zulfiqar

Data from high-energy physics (HEP) experiments are collected with significant financial and human effort and are in many cases unique. At the same time, HEP has no coherent strategy for data preservation and re-use, and many important and…

High Energy Physics - Experiment · Physics 2015-05-27 David M. South

The accumulation of a large amount of new experimental data at an impressive rate at present and future collider experiments has led to important questions concerning data storage and organization, their public access and usability, as well…

High Energy Physics - Phenomenology · Physics 2019-07-30 Andrea Ceccarelli , Andrea Cioni , Maria Vittoria Garzelli , Piergiulio Lenzi , Laura Redapi

In this demo, we realize data indexes that can morph from being write-optimized at times to being read-optimized at other times nonstop with zero-down time during the workload transitioning. These data indexes are useful for HTAP systems…

Databases · Computer Science 2024-06-14 Lu Xing , Walid G. Aref

In High Energy Physics (HEP), analysis metadata comes in many forms -- from theoretical cross-sections, to calibration corrections, to details about file processing. Correctly applying metadata is a crucial and often time-consuming step in…

Deformable object manipulation (DOM) for robots has a wide range of applications in various fields such as industrial, service and health care sectors. However, compared to manipulation of rigid objects, DOM poses significant challenges for…

Robotics · Computer Science 2023-12-19 Feida Gu , Yanmin Zhou , Zhipeng Wang , Shuo Jiang , Bin He

The computing systems used by LHC experiments has historically consisted of the federation of hundreds to thousands of distributed resources, ranging from small to mid-size resource. In spite of the impressive scale of the existing…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-10-31 Danila Oleynik , Sergey Panitkin , Matteo Turilli , Alessio Angius , Kaushik De , Alexei Klimentov , Sarp H. Oral , Jack C. Wells , Shantenu Jha

Recent technology breakthroughs have enabled data collection of unprecedented scale, rate, variety and complexity that has led to an explosion in data management requirements. Existing theories and techniques are not adequate to fulfil…

Databases · Computer Science 2013-12-03 Verena Kantere

Heterogeneous ultra dense networks (HUDNs) and non-orthogonal multiple access (NOMA) have been identified as two proposing techniques for the fifth generation (5G) mobile communication systems due to their great capabilities to enhance…

Information Theory · Computer Science 2018-06-20 Z. Qin , X. Yue , Y. Liu , Z. Ding , A. Nallanathan

The CMS experiment at CERN has released research-quality data from particle collisions at the LHC since 2014. Almost all data from the first LHC run in 2010-2012 with the corresponding simulated samples are now in the public domain, and…

High Energy Physics - Experiment · Physics 2021-09-08 Kati Lassila-Perini , Clemens Lange , Edgar Carrera Jarrin , Matthew Bellis

Efficient handling of large data-volumes becomes a necessity in today's world. It is driven by the desire to get more insight from the data and to gain a better understanding of user trends which can be transformed into economic incentives…

Data Analysis, Statistics and Probability · Physics 2019-10-02 Valentin Kuznetsov

Many workflows in high-energy-physics (HEP) stand to benefit from recent advances in transformer-based large language models (LLMs). While early applications of LLMs focused on text generation and code completion, modern LLMs now support…

High Energy Physics - Phenomenology · Physics 2025-12-19 Tony Menzo , Alexander Roman , Sergei Gleyzer , Konstantin Matchev , George T. Fleming , Stefan Höche , Stephen Mrenna , Prasanth Shyamsundar

This paper explores the application of functional data analysis (FDA) as a means to study the dynamics of software evolution in the open source context. Several challenges in analyzing the data from software projects are discussed, an…

Statistics Theory · Mathematics 2007-06-13 Katherine J. Stewart , David P. Darcy , Sherae L. Daniel

The scale of scientific High Performance Computing (HPC) and High Throughput Computing (HTC) has increased significantly in recent years, and is becoming sensitive to total energy use and cost. Energy-efficiency has thus become an important…

Distributed, Parallel, and Cluster Computing · Computer Science 2014-10-14 David Abdurachmanov , Peter Elmer , Giulio Eulisse , Robert Knight , Tapio Niemi , Jukka K. Nurminen , Filip Nyback , Goncalo Pestana , Zhonghong Ou , Kashif Khan

We describe the status of the HepData database system, following a major re-development in time for the advent of LHC data. The new HepData system benefits from use of modern database and programming language technologies, as well as a…

High Energy Physics - Experiment · Physics 2015-03-17 Andy Buckley , Mike Whalley