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Growing interest in Artificial Intelligence (AI) has resulted in a surge in demand for faster methods of Machine Learning (ML) model training and inference. This demand for speed has prompted the use of high performance computing (HPC)…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-08-26 Noah Lewis , Jean Luca Bez , Surendra Byna

With the rise of electronic data, particularly Earth observation data, data-based geospatial modelling using machine learning (ML) has gained popularity in environmental research. Accurate geospatial predictions are vital for domain…

Machine Learning · Computer Science 2023-11-21 Diana Koldasbayeva , Polina Tregubova , Mikhail Gasanov , Alexey Zaytsev , Anna Petrovskaia , Evgeny Burnaev

Experimental particle physics seeks to understand the universe by probing its fundamental particles and forces and exploring how they govern the large-scale processes that shape cosmic evolution. This whitepaper presents a vision for how…

High Energy Physics - Experiment · Physics 2026-02-20 Thea Klaeboe Aarrestad , Alaa Abdelhamid , Haider Abidi , Jahred Adelman , Jennifer Adelman-McCarthy , Shuchin Aeron , Garvita Agarwal , Usman Ali , Cristiano Alpigiani , Omar Alterkait , Mohamed Aly , Oz Amram , Saeed Ansari Fard , Aram Apyan , John Arrington , Marvin Ascencio-Sosa , Mohammad Atif , Aneesha Avasthi , Muhammad Bilal Azam , Bhim Bam , Joshua Barrow , Rainer Bartoldus , Amit Bashyal , Aashwin Basnet , Ayse Bat , Lothar A. T. Bauerdick , John Beacom , Chris Bee , Michael Begel , Matthew Bellis , Rene Bellwied , Rakitha Beminiwattha , Gabriele Benelli , Douglas Benjamin , Catrin Bernius , Binod Bhandari , Avinay Bhat , Meghna Bhattacharya , Saptaparna Bhattacharya , Prajita Bhattarai , Sudip Bhattarai , Wahid Bhimji , Jianming Bian , Burak Bilki , Mary Bishai , Kevin Black , Kenneth Bloom , Brian Bockelman , Johan Sebastian Bonilla Castro , Tulika Bose , Nilay Bostan , Othmane Bouhali , Dimitri Bourilkov , Dominic Brailsford , Gustaaf Brooijmans , Elizabeth Brost , Maria Brigida Brunetti , Quentin Buat , Brendon Bullard , Jackson Burzynski , Paolo Calafiura , Rodolfo Capdevilla , Fabian Andres Castaño Usuga , Raquel Castillo Fernandez , Fabio Catalano , Viviana Cavaliere , Flavio Cavanna , Giuseppe Cerati , Aidan Chambers , Maria Chamizo-Llatas , Philip Chang , Andrew Chappell , Arghya Chattopadhyay , Sergei Chekanov , Jian-ping Chen , Yi Chen , Zhengyang Chen , J. Taylor Childers , Hector Chinchay , Yuan-Tang Chou , Tasnuva Chowdhury , Neil Christensen , Wonyong Chung , Rafael Coelho Lopes de Sa , Simon Corrodi , Kyle Cranmer , Matteo Cremonesi , Roy Cruz , Mate Csanad , Mariarosaria D'Alfonso , Carlo Dallapiccola , Daine Danielson , Sridhara Dasu , Gavin Davies , Kaushik De , Patrick de Perio , Klaus Dehmelt , Marco Del Tutto , Carlos Ruben Dell'Aquila , Sarah Demers , Paolo Desiati , Bhesha Devkota , Sparshita Dey , Ranjan Dharmapalan , Karri Folan Di Petrillo , Markus Diefenthaler , Jeff Dillon , Zelimir Djurcic , Caterina Doglioni , Francois Drielsma , Edmond Dukes , Irene Dutta , Peter Elmer , Johannes Elmsheuser , Victor Daniel Elvira , Harold Evans , Peter Fackeldey , Cristiano Fanelli , Hao Fang , Mattia Fani , Muhammad Farooq , Matthew Feickert , Ian Fisk , Sam Foreman , Alexander Friedland , Nuwan Chaminda G. W. , Louis-Guillaume Gagnon , Massimiliano Galli , Abhijith Gandrakota , Sudeshna Ganguly , Arianna Garcia Caffaro , Rob Gardner , Rocky Bala Garg , Lino Gerlach , Aishik Ghosh , Romulus Godang , Julia Gonski , Loukas Gouskos , Richard Gran , Heather Gray , Andrei Gritsan , Gaia Grosso , Craig Group , Jiawei Guo , Shubham Gupta , Gajendra Gurung , Phillip Gutierrez , Oliver Gutsche , Tyler Hague , Joseph Haley , Eva Halkiadakis , Francis Halzen , Michael Hance , Philip Harris , Harry Hausner , Karsten Heeger , Lukas Heinrich , Alexander Held , Matthew Herndon , Ken Herner , Max Herrmann , David Hertzog , Christian Herwig , Aaron Higuera , Alexander Himmel , Timothy Hobbs , Stefan Hoeche , Tova Holmes , Tae Min Hong , Ben Hooberman , Walter Hopkins , Jessica N. Howard , Shih-Chieh Hsu , Fengping Hu , Patrick Huber , Dirk Hufnagel , Daniel Humphreys , Ia Iashvili , Joseph Incandela , Josh Isaacson , Wasikul Islam , Kirill Ivanov , Wooyoung Jang , Naomi Jarvis , Brij Kishor Jashal , Pratik Jawahar , Dulitha Jayakodige , Torri Jeske , Sergo Jindariani , Jay Hyun Jo , Bhishm Shankar Joshi , Xiangyang Ju , Andreas Jung , Thomas Junk , Michael Kagan , Daisy Kalra , Matthias Kaminski , Edward Karavakis , Stefan Katsarov , Stergios Kazakos , Paul King , Michael Kirby , Max Knobbe , Young Ju Ko , Dmitry Kondratyev , Rostislav Konoplich , Charis Koraka , Scott Kravitz , Lukas Kretschmann , Brandon Kriesten , Georgios K Krintiras , Iason Krommydas , Michelle Kuchera , Audrey Kvam , Martin Kwok , Theodota Lagouri , Sabine Lammers , Eric Lancon , Greg Landsberg , David Lange , Kevin Lannon , Joseph Lau , Luca Lavezzo , Benjamin Lawrence-Sanderson , Duc-Truyen Le , Matt LeBlanc , Sung-Won Lee , Trevin Lee , Charles Leggett , Kayla Leonard DeHolton , James Letts , Hao Li , Haoyang Li , Aklima Khanam Lima , Guilherme Lima , Mia Liu , Qibin Liu , Yinrui Liu , Zhen Liu , Shivani Lomte , Guillermo Loustau de Linares , Lu Lu , Pietro Lugato , Adam Lyon , Yang Ma , Christopher Madrid , Akhtar Mahmood , Kendall Mahn , Devin Mahon , Akshay Malige , Sudhir Malik , Abhishikth Mallampalli , Yurii Maravin , Ralph Marinaro , Pete Markowitz , Matthew Maroun , Kyla Martinez , Verena Ingrid Martinez Outschoorn , Sanjit Masanam , Mario Masciovecchio , Konstantin Matchev , Malek Mazouz , Simone Mazza , Thomas McCauley , Shawn McKee , Karim Mehrabi , Poonam Mehta , Andrew Melo , Mark Messier , Elias Mettner , Christopher Meyer , Jessie Micallef , Sophie Middleton , David W. Miller , Hamlet Mkrtchyan , Abdollah Mohammadi , Abhinav Mohan , Ajit Mohapatra , Farouk Mokhtar , Peter Monaghan , Claudio Silverio Montanari , Michael Mooney , Casey Morean , Eric Moreno , Alexander Moreno Briceño , Stephen Mrenna , Justin Mueller , Daniel Murnane , Benjamin Nachman , Emilio Nanni , Nitish Nayak , Miquel Nebot-Guinot , Orgho Neogi , Chris Neu , Mark Neubauer , Norbert Neumeister , Harvey Newman , Duong Nguyen , Gavin Niendorf , Paul Nilsson , Scarlet Norberg , Andrzej Novak , Sungbin Oh , Isabel Ojalvo , Olaiya Olokunboyo , Yasar Onel , Joseph Osborn , Ianna Osborne , Arantza Oyanguren , Nurcan Ozturk , Paul Padley , Simone Pagan Griso , Pritam Palit , Bishnu Pandey , Vishvas Pandey , Zisis Papandreou , Ganesh Parida , Ki Ryeong Park , Ajib Paudel , Manfred Paulini , Christoph Paus , Gregory Pawloski , Kevin Pedro , Gabriel Perdue , Troels Christian Petersen , Alexey Petrov , Deborah Pinna , Marc-André Pleier , Andrea Pocar , Prafull Purohit , Nived Puthumana Meleppattu , Mateusz Płoskoń , Sitian Qian , Xin Qian , Geting Qin , Aleena Rafique , Srini Rajagopalan , Dylan Rankin , Rebecca Rapp , Salvatore Rappoccio , Rohit Raut , Sagar Regmi , Benedikt Riedel , Andres Rios-Tascon , Stephen Roche , Jenna Roderick , Rimsky Rojas , Dmitry Romanov , Subhojit Roy , Rita Sadek , Dikshant Sagar , Nihar Ranjan Sahoo , Tai Sakuma , Juan Pablo Salas , Mayly Sanchez , Jay Sandesara , Alexander Savin , Ryan Schmitz , Kate Scholberg , Henry Schreiner , Reinhard Schwienhorst , Gabriella Sciolla , Saba Sehrish , Seon-Hee , Seo , Elizabeth Sexton-Kennedy , Oksana Shadura , Bijaya Sharma , Varun Sharma , Suyog Shrestha , Ryan Simeon , Jack Simoni , Siddharth Singh , Kim Siyeon , Louise Skinnari , Jinseop Song , Simone Sottocornola , Alexandre Sousa , Sairam Sri Vatsavai , Giordon Stark , Justin Stevens , Tyler Stokes , Nadja Strobbe , Indara Suarez , Manjukrishna Suresh , Andrew Sutton , Holly Szumila-Vance , Vardan Tadevosyan , Anyes Taffard , Buddhiman Tamang , Hirohisa Tanaka , Erdinch Tatar , Abdel Nasser Tawfik , Vikas Teotia , Kazuhiro Terao , Mitanshu Thakore , Jesse Thaler , Ameya Thete , Inar Timiryasov , Anthony Timmins , Andrew Toler , Dat Tran , Nhan Tran , Patrick Tsang , Ho Fung Tsoi , Vakho Tsulaia , Pham Tuan , Christopher Tully , Shengquan Tuo , Richard Tyson , Darren Upton , Hilary Utaegbulam , Zoya Vallari , Peter van Gemmeren , Vassil Vassilev , Nikhilesh Venkatasubramanian , Renzo Vizarreta , Emmanouil Vourliotis , Ilija Vukotic , Carl Vuosalo , Liv Våge , Tammy Walton , Linyan Wan , Biao Wang , Gensheng Wang , Michael Wang , Yuxuan Wang , Gordon Watts , Yingjie Wei , Derek Weitzel , Shawn Westerdale , Andrew White , Leigh Whitehead , Michael Wilking , Mike Williams , Stephane Willocq , Jeffery Winkler , Frank Winklmeier , Holger Witte , Peter Wittich , Douglas Wright , Yongcheng Wu , Yujun Wu , Wei Xie , Fang Xu , Barbara Yaeggy , Zhen Yan , Liang Yang , Wei Yang , Alejandro Yankelevich , Yiheng Ye , Oguzhan Yer , Efe Yigitbasi , Shin-Shan Yu , Jon Zarling , Chao Zhang , Licheng Zhang , Larry Zhao , Junjie Zhu , Jure Zupan

Hardly any other area of research has recently attracted as much attention as machine learning (ML) through the rapid advances in artificial intelligence (AI). This publication provides a short introduction to practical concepts and methods…

General Economics · Economics 2020-12-17 Ali R. Baghirzade

Artificial Intelligence (AI) is now entering every sub-field of science, technology, engineering, arts, and management. Thanks to the hype and availability of research funds, it is being adapted in many fields without much thought.…

Machine Learning · Computer Science 2021-12-23 Chennakesava Kadapa

The numerous recent breakthroughs in machine learning (ML) make imperative to carefully ponder how the scientific community can benefit from a technology that, although not necessarily new, is today living its golden age. This Grand…

Space Physics · Physics 2019-10-02 Enrico Camporeale

Developing software to undertake complex, compute-intensive scientific processes requires a challenging combination of both specialist domain knowledge and software development skills to convert this knowledge into efficient code. As…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-09-05 Jeremy Cohen , Chris Cantwell , Neil Chue Hong , David Moxey , Malcolm Illingworth , Andrew Turner , John Darlington , Spencer Sherwin

AI/ML for data centres and data centres for AI/ML are defining new trends in cloud computing. Disaggregated heterogeneous reconfigurable computing systems realized by photonic interconnects and photonic switching expect greatly enhanced…

Networking and Internet Architecture · Computer Science 2022-09-20 S. J. Ben Yoo

Quantum computing promises to provide the next step up in computational power for diverse application areas. In this review, we examine the science behind the quantum hype, and the breakthroughs required to achieve true quantum advantage in…

Quantum Physics · Physics 2025-09-26 R. Au-Yeung , B. Camino , O. Rathore , V. Kendon

Major advancements in space science and detector technology brought about a revolution in global astrometry, the science of measuring distances and motions of stars in the Milky Way and in the local universe. From the first ESA astrometric…

Instrumentation and Methods for Astrophysics · Physics 2025-04-01 Beatrice Bucciarelli

This paper corresponds to an invited oral contribution to the session 5A organised by the IAU inter-commission B2-B5 working group (WG) "Laboratory Astrophysics Data Compilation, Validation and Standardization: from the Laboratory to FAIR…

Instrumentation and Methods for Astrophysics · Physics 2023-02-14 M. Rengel

The current disparity in computational knowledge is a critical hindrance to the diversity and success of the field. Recommendations are outlined for policies and funding models to enable the growth and retention of a new generation of…

Machine learning (ML) has become an integral component of high energy physics data analyses and is likely to continue to grow in prevalence. Physicists are incorporating ML into many aspects of analysis, from using boosted decision trees to…

High Energy Physics - Experiment · Physics 2024-01-04 Elliott Kauffman , Alexander Held , Oksana Shadura

Understanding astrophysical and cosmological processes can be challenging due to their complexity and lack of intuitive analogies. To address this, we present \texttt{AstronomyCalc}, a Python package specifically designed to aid…

Physics Education · Physics 2025-11-26 Sambit K. Giri

Machine learning is a computational process. To that end, it is inextricably tied to computational power - the tangible material of chips and semiconductors that the algorithms of machine intelligence operate on. Most obviously,…

Artificial Intelligence · Computer Science 2018-03-28 Tim Hwang

In cosmology, the analysis of observational evidence is very important to test theoretical models of the Universe. Artificial neural networks are powerful and versatile computational tools for data modelling and are recently being…

Cosmology and Nongalactic Astrophysics · Physics 2022-02-15 Juan de Dios Rojas Olvera , Isidro Gómez-Vargas , J. Alberto Vázquez

Computer modeling is essential to research on Advanced Accelerator Concepts (AAC), as well as to their design and operation. This paper summarizes the current status and future needs of AAC systems and reports on several key aspects of (i)…

Accelerator Physics · Physics 2021-10-27 J. -L. Vay , A. Huebl , R. Lehe , N. M. Cook , R. J. England , U. Niedermayer , P. Piot , F. Tsung , D. Winklehner

Simulations inform all aspects of modern astrophysical research, ranging in scale from 1D and 2D test problems that can run in seconds on an astronomer's laptop all the way to large-scale 3D calculations that run on the largest…

Instrumentation and Methods for Astrophysics · Physics 2017-11-29 Nathan J Goldbaum

Astroinformatics is a new impact area in the world of astronomy, occasionally called the final frontier, where several astrophysicists, statisticians and computer scientists work together to tackle various data intensive astronomical…

Computational Engineering, Finance, and Science · Computer Science 2015-04-30 Snehanshu Saha , Surbhi Agrawal , Manikandan. R , Kakoli Bora , Swati Routh , Anand Narasimhamurthy

Gravitational wave (GW) astronomy has opened new frontiers in understanding the cosmos, while the integration of artificial intelligence (AI) in science promises to revolutionize data analysis methodologies. However, a significant gap…

General Relativity and Quantum Cosmology · Physics 2025-04-28 Tianyu Zhao , Yue Zhou , Ruijun Shi , Zhoujian Cao , Zhixiang Ren