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In this chapter we will argue that studying such multi-scale multi-science systems gives rise to inherently hybrid models containing many different algorithms best serviced by different types of computing environments (ranging from…

Astrophysics · Physics 2007-05-23 A. G. Hoekstra , S. F. Portegies Zwart , M. Bubak , P. M. A. Sloot

Particle physics has an ambitious and broad experimental programme for the coming decades. This programme requires large investments in detector hardware, either to build new facilities and experiments, or to upgrade existing ones.…

Computational Physics · Physics 2020-02-07 Johannes Albrecht , Antonio Augusto Alves , Guilherme Amadio , Giuseppe Andronico , Nguyen Anh-Ky , Laurent Aphecetche , John Apostolakis , Makoto Asai , Luca Atzori , Marian Babik , Giuseppe Bagliesi , Marilena Bandieramonte , Sunanda Banerjee , Martin Barisits , Lothar A. T. Bauerdick , Stefano Belforte , Douglas Benjamin , Catrin Bernius , Wahid Bhimji , Riccardo Maria Bianchi , Ian Bird , Catherine Biscarat , Jakob Blomer , Kenneth Bloom , Tommaso Boccali , Brian Bockelman , Tomasz Bold , Daniele Bonacorsi , Antonio Boveia , Concezio Bozzi , Marko Bracko , David Britton , Andy Buckley , Predrag Buncic , Paolo Calafiura , Simone Campana , Philippe Canal , Luca Canali , Gianpaolo Carlino , Nuno Castro , Marco Cattaneo , Gianluca Cerminara , Javier Cervantes Villanueva , Philip Chang , John Chapman , Gang Chen , Taylor Childers , Peter Clarke , Marco Clemencic , Eric Cogneras , Jeremy Coles , Ian Collier , David Colling , Gloria Corti , Gabriele Cosmo , Davide Costanzo , Ben Couturier , Kyle Cranmer , Jack Cranshaw , Leonardo Cristella , David Crooks , Sabine Crépé-Renaudin , Robert Currie , Sünje Dallmeier-Tiessen , Kaushik De , Michel De Cian , Albert De Roeck , Antonio Delgado Peris , Frédéric Derue , Alessandro Di Girolamo , Salvatore Di Guida , Gancho Dimitrov , Caterina Doglioni , Andrea Dotti , Dirk Duellmann , Laurent Duflot , Dave Dykstra , Katarzyna Dziedziniewicz-Wojcik , Agnieszka Dziurda , Ulrik Egede , Peter Elmer , Johannes Elmsheuser , V. Daniel Elvira , Giulio Eulisse , Steven Farrell , Torben Ferber , Andrej Filipcic , Ian Fisk , Conor Fitzpatrick , José Flix , Andrea Formica , Alessandra Forti , Giovanni Franzoni , James Frost , Stu Fuess , Frank Gaede , Gerardo Ganis , Robert Gardner , Vincent Garonne , Andreas Gellrich , Krzysztof Genser , Simon George , Frank Geurts , Andrei Gheata , Mihaela Gheata , Francesco Giacomini , Stefano Giagu , Manuel Giffels , Douglas Gingrich , Maria Girone , Vladimir V. Gligorov , Ivan Glushkov , Wesley Gohn , Jose Benito Gonzalez Lopez , Isidro González Caballero , Juan R. González Fernández , Giacomo Govi , Claudio Grandi , Hadrien Grasland , Heather Gray , Lucia Grillo , Wen Guan , Oliver Gutsche , Vardan Gyurjyan , Andrew Hanushevsky , Farah Hariri , Thomas Hartmann , John Harvey , Thomas Hauth , Benedikt Hegner , Beate Heinemann , Lukas Heinrich , Andreas Heiss , José M. Hernández , Michael Hildreth , Mark Hodgkinson , Stefan Hoeche , Burt Holzman , Peter Hristov , Xingtao Huang , Vladimir N. Ivanchenko , Todor Ivanov , Jan Iven , Brij Jashal , Bodhitha Jayatilaka , Roger Jones , Michel Jouvin , Soon Yung Jun , Michael Kagan , Charles William Kalderon , Meghan Kane , Edward Karavakis , Daniel S. Katz , Dorian Kcira , Oliver Keeble , Borut Paul Kersevan , Michael Kirby , Alexei Klimentov , Markus Klute , Ilya Komarov , Dmitri Konstantinov , Patrick Koppenburg , Jim Kowalkowski , Luke Kreczko , Thomas Kuhr , Robert Kutschke , Valentin Kuznetsov , Walter Lampl , Eric Lancon , David Lange , Mario Lassnig , Paul Laycock , Charles Leggett , James Letts , Birgit Lewendel , Teng Li , Guilherme Lima , Jacob Linacre , Tomas Linden , Miron Livny , Giuseppe Lo Presti , Sebastian Lopienski , Peter Love , Adam Lyon , Nicolò Magini , Zachary L. Marshall , Edoardo Martelli , Stewart Martin-Haugh , Pere Mato , Kajari Mazumdar , Thomas McCauley , Josh McFayden , Shawn McKee , Andrew McNab , Rashid Mehdiyev , Helge Meinhard , Dario Menasce , Patricia Mendez Lorenzo , Alaettin Serhan Mete , Michele Michelotto , Jovan Mitrevski , Lorenzo Moneta , Ben Morgan , Richard Mount , Edward Moyse , Sean Murray , Armin Nairz , Mark S. Neubauer , Andrew Norman , Sérgio Novaes , Mihaly Novak , Arantza Oyanguren , Nurcan Ozturk , Andres Pacheco Pages , Michela Paganini , Jerome Pansanel , Vincent R. Pascuzzi , Glenn Patrick , Alex Pearce , Ben Pearson , Kevin Pedro , Gabriel Perdue , Antonio Perez-Calero Yzquierdo , Luca Perrozzi , Troels Petersen , Marko Petric , Andreas Petzold , Jónatan Piedra , Leo Piilonen , Danilo Piparo , Jim Pivarski , Witold Pokorski , Francesco Polci , Karolos Potamianos , Fernanda Psihas , Albert Puig Navarro , Günter Quast , Gerhard Raven , Jürgen Reuter , Alberto Ribon , Lorenzo Rinaldi , Martin Ritter , James Robinson , Eduardo Rodrigues , Stefan Roiser , David Rousseau , Gareth Roy , Grigori Rybkine , Andre Sailer , Tai Sakuma , Renato Santana , Andrea Sartirana , Heidi Schellman , Jaroslava Schovancová , Steven Schramm , Markus Schulz , Andrea Sciabà , Sally Seidel , Sezen Sekmen , Cedric Serfon , Horst Severini , Elizabeth Sexton-Kennedy , Michael Seymour , Davide Sgalaberna , Illya Shapoval , Jamie Shiers , Jing-Ge Shiu , Hannah Short , Gian Piero Siroli , Sam Skipsey , Tim Smith , Scott Snyder , Michael D. Sokoloff , Panagiotis Spentzouris , Hartmut Stadie , Giordon Stark , Gordon Stewart , Graeme A. Stewart , Arturo Sánchez , Alberto Sánchez-Hernández , Anyes Taffard , Umberto Tamponi , Jeff Templon , Giacomo Tenaglia , Vakhtang Tsulaia , Christopher Tunnell , Eric Vaandering , Andrea Valassi , Sofia Vallecorsa , Liviu Valsan , Peter Van Gemmeren , Renaud Vernet , Brett Viren , Jean-Roch Vlimant , Christian Voss , Margaret Votava , Carl Vuosalo , Carlos Vázquez Sierra , Romain Wartel , Gordon T. Watts , Torre Wenaus , Sandro Wenzel , Mike Williams , Frank Winklmeier , Christoph Wissing , Frank Wuerthwein , Benjamin Wynne , Zhang Xiaomei , Wei Yang , Efe Yazgan

The current standard architecture of Large Language Models (LLMs) with QKV self-attention is briefly summarized, including the architecture of a typical Transformer. Scaling laws for compute (flops) and memory (parameters plus data) are…

General Literature · Computer Science 2025-11-18 William H. Press

Computer experiments refer to the study of real systems using complex simulation models. They have been widely used as alternatives to physical experiments. Design and analysis of computer experiments have attracted great attention in past…

Methodology · Statistics 2025-04-29 Anita Shahrokhian , Xinwei Deng , C. Devon Lin

Coding for distributed computing supports low-latency computation by relieving the burden of straggling workers. While most existing works assume a simple master-worker model, we consider a hierarchical computational structure consisting of…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-01-16 Hyegyeong Park , Kangwook Lee , Jy-yong Sohn , Changho Suh , Jaekyun Moon

The design of Microprocessors Computer Architectures remains as a fundamental course in Computer Science and Computer Engineering. The technology and organization inside microprocessors have changed quite fast in the last twenty years. That…

Recent research has explored the creation of questions from code submitted by students. These Questions about Learners' Code (QLCs) are created through program analysis, exploring execution paths, and then creating code comprehension…

Computers and Society · Computer Science 2024-04-19 Teemu Lehtinen , Charles Koutcheme , Arto Hellas

Long short-term memory (LSTM) is a robust recurrent neural network architecture for learning spatiotemporal sequential data. However, it requires significant computational power for learning and implementing from both software and hardware…

Machine Learning · Computer Science 2022-10-26 Nelly Elsayed , Zag ElSayed , Anthony S. Maida

This short paper introduces a model for the specification and verification of real-time system design: timed state transition diagrams.

Formal Languages and Automata Theory · Computer Science 2014-03-06 Maria Spichkova

Information technologies for studying physical-mathematical disciplines on base of mathematical modeling in the computer algebra system Maple are described.

Physics Education · Physics 2014-10-17 Yurii Ignat'ev , Alsu Samigullina

Heraklit is an ongoing research program and development project aimed at creating an infrastructure for modeling large-scale, computer-integrated systems. We discuss the key requirements for such models (hierarchies, user view,…

Software Engineering · Computer Science 2022-05-23 Peter Fettke , Wolfgang Reisig

The CP-PACS Project, which started in April 1992, is a five-year plan to develop a massively parallel computer for carrying out research in computational physics with primary emphasis on lattice QCD. This article describes the architectural…

High Energy Physics - Lattice · Physics 2009-10-28 A. Ukawa

The HL-LHC presents significant challenges for the HEP analysis community. The number of events in each analysis is expected to increase by an order of magnitude and new techniques are expected to be required; both challenges necessitate…

Recent technical advances has made machine learning (ML) a promising component to include in end user facing systems. However, user experience (UX) practitioners face challenges in relating ML to existing user-centered design processes and…

Human-Computer Interaction · Computer Science 2020-01-22 Martin Lindvall , Jesper Molin

The second LHC long shutdown period (LS2) is an important opportunity for the CMS Resistive Plate Chambers (RPC) to complete their consolidation and upgrade projects. The consolidation includes detector maintenance for gas tightness, HV…

Instrumentation and Detectors · Physics 2020-12-30 Mehar Ali Shah

There is a growing need for better development methods and tools to keep up with the increasing complexity of new software systems. New types of user interfaces, the need for intelligent components, sustainability concerns, ... bring new…

Software Engineering · Computer Science 2024-02-29 Jordi Cabot

This paper explores the use of Large Language Models (LLMs) and in particular ChatGPT in programming, source code analysis, and code generation. LLMs and ChatGPT are built using machine learning and artificial intelligence techniques, and…

Software Engineering · Computer Science 2023-06-12 Ahmed R. Sadik , Antonello Ceravola , Frank Joublin , Jibesh Patra

The CMS collaboration has a long term need to perform large-scale simulation efforts, in which physics events are generated and their manifestations in the CMS detector are simulated. Simulated data are then reconstructed and analyzed by…

High Energy Physics - Experiment · Physics 2007-05-23 C. Grandi

This book explores an alternative to the current dominant paradigm where a discrete computer model is constructed as an attempt to approximate some continuum theory. We focus on a class of discrete computer models that are based on simple…

Logic in Computer Science · Computer Science 2017-04-14 Garry Pantelis

Large Language Model (LLM) based coding tools have been tremendously successful as software development assistants, yet they are often designed for general purpose programming tasks and perform poorly for more specialized domains such as…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-12-20 Aman Chaturvedi , Daniel Nichols , Siddharth Singh , Abhinav Bhatele