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Explanation of the hot topic "multi-agent path finding".

Artificial Intelligence · Computer Science 2017-10-18 Hang Ma , Sven Koenig

A 2020 physics critique report for Year 4 MSci Physics with Particle Physics & Cosmology with the University of Birmingham, School of Physics & Astronomy. Muon colliders are a proposed next-generation particle accelerator which benefit from…

Accelerator Physics · Physics 2025-02-20 Rebecca Taylor

Over the last decade there has been significant progress in developing the concepts and technologies needed to produce, capture and accelerate O(1021) muons/year. This development prepares the way for a new type of neutrino source (Neutrino…

Accelerator Physics · Physics 2012-02-13 S. Geer

This report is a summary of two preparatory workshops, documenting the community vision for the national accelerator and beam physics research program. It identifies the Grand Challenges of accelerator and beam physics (ABP) field and…

The MuCool R&D program is described. The aim of MuCool is to develop all key pieces of hardware required for ionization cooling of a muon beam. This effort will lead to a more detailed understanding of the construction and operating costs…

Accelerator Physics · Physics 2019-08-14 Daniel M. Kaplan

An energetic muon beam is an attractive key to unlock new physics beyond the Standard Model: the lepton flavor violation or the anomalous magnetic moment, and also is a competitive candidate for the expected neutrino factory. Lots of the…

Accelerator Physics · Physics 2024-06-19 Xiao-Nan Wang , Xiao-Fei Lan , Yong-Sheng Huang , Hao Zhang , Tong-Pu Yu

We sketch a staged plan for a series of muon-based facilities that can do compelling physics at each stage. Such a plan is unique in its ability to span both the Intensity and Energy Frontiers as defined by the P5 sub-panel of the US High…

Accelerator Physics · Physics 2019-08-13 Daniel M. Kaplan

The Muon Collider, recently highlighted as Recommendation 1 in the U.S. National Academies report on Elementary Particle Physics, offers a unique opportunity for fixed-target experiments with high energy and luminosity. This paper outlines…

Nuclear Experiment · Physics 2026-01-07 Henry T. Klest

This document is comprised of a collection of consolidated parameters for the key parts of the muon collider. These consolidated parameters follow on from the October 2024 Preliminary Parameters Report. Attention has been given to a…

Accelerator Physics · Physics 2025-11-03 Rebecca Taylor , Antoine Chancé , Dario Augusto Giove , Natalia Milas , Roberto Losito , Donatella Lucchesi , Chris Rogers , Lucio Rossi , Daniel Schulte , Carlotta Accettura , Simon Adrian , Rohit Agarwal , Claudia Ahdida , Chiara Aime , Avni Aksoy , Gian Luigi Alberghi , Simon Albright , Siobhan Alden , Luca Alfonso , Muhammad Ali , Anna Rita Altamura , Nicola Amapane , Kathleen Amm , David Amorim , Paolo Andreetto , Fabio Anulli , Ludovica Aperio Bella , Rob Appleby , Artur Apresyan , Pouya Asadi , Mohammed Attia Mahmoud , Bernhard Auchmann , John Back , Anthony Badea , Kyu Jung Bae , E. J. Bahng , Lorenzo Balconi , Fabrice Balli , Laura Bandiera , Carmelo Barbagallo , Daniele Barducci , Roger Barlow , Camilla Bartoli , Nazar Bartosik , Emanuela Barzi , Fabian Batsch , Matteo Bauce , Michael Begel , J. Scott Berg , Andrea Bersani , Alessandro Bertarelli , Francesco Bertinelli , Alessandro Bertolin , Pushpalatha Bhat , Clarissa Bianchi , Michele Bianco , William Bishop , Kevin Black , Fulvio Boattini , Alex Bogacz , Maurizio Bonesini , Bernardo Bordini , Patricia Borges de Sousa , Salvatore Bottaro , Luca Bottura , Steven Boyd , Johannes Braathen , Marco Breschi , Francesco Broggi , Matteo Brunoldi , Xavier Buffat , Laura Buonincontri , Marco Buonsante , Philip Nicholas Burrows , Graeme Campbell Burt , Dario Buttazzo , Barbara Caiffi , Ilkay Turk Cakir , Orhan Cakir , Rama Calaga , Sergio Calatroni , Marco Calviani , Simone Calzaferri , Daniele Calzolari , Kyle Capobianco-Hogan , Vieri Candelise , Silvio Candido , Ali Can Canbay , Claudio Cantone , Rodolfo Capdevilla , Christian Carli , Carlo Carrelli , Fausto Casaburo , Massimo Casarsa , Luca Castelli , Maria Gabriella Catanesi , Lorenzo Cavallucci , Gianluca Cavoto , Francesco Giovanni Celiberto , Luigi Celona , Alessia Cemmi , Sergio Ceravolo , Alessandro Cerri , Francesco Cerutti , Gianmario Cesarini , Cari Cesarotti , Nikolaos Charitonidis , mauro chiesa , Paolo Chiggiato , Vittoria Ludovica Ciccarella , Pietro Cioli Puviani , Anna Colaleo , Francesco Colao , Francesco Collamati , Marco Costa , Nathaniel Craig , David Curtin , Laura D'Angelo , Giacomo Da Molin , Heiko Damerau , Sridhara Dasu , Jorge de Blas , Stefania De Curtis , Herbert De Gersem , Andre de Gouvea , Tommaso Del Moro , Jean-Pierre Delahaye , Dmitri Denisov , Haluk Denizli , Radovan Dermisek , Paula Desiré Valdor , Charlotte Desponds , Luca Di Luzio , Elisa Di Meco , Karri Folan Di Petrillo , Ilaria Di Sarcina , Eleonora Diociaiuti , Tommaso Dorigo , Karlis Dreimanis , Tristan du Pree , Hatice Duran Yildiz , Juhi Dutta , Thomas Edgecock , Mamad Eshraqi , Siara Fabbri , Marco Fabbrichesi , Stefania Farinon , Davide Fazioli , Javier Fernandez Roncal , Guillaume Ferrand , Samuel Ferraro , Jose Antonio Ferreira Somoza , Marco Ferrero , Max Fieg , Frank Filthaut , Patrick Fox , Roberto Franceschini , Rui Franqueira Ximenes , Frank Gaede , Simone Galletto , Michele Gallinaro , Maurice Garcia-Sciveres , Luis Garcia-Tabares , Rocky Bala Garg , Ruben Gargiulo , Cedric Garion , Maria Vittoria Garzelli , Marco Gast , Lisa Generoso , Cecilia E. Gerber , Luca Giambastiani , Alessio Gianelle , Eliana Gianfelice-Wendt , Stephen Gibson , Simone Gilardoni , Valentina Giovinco , Carlo Giraldin , Alfredo Glioti , Arkadiusz Gorzawski , Mario Greco , Christophe Grojean , Alexej Grudiev , Edda Gschwendtner , Emanuele Gueli , Nicolas Guilhaudin , Tao Han , Chengcheng Han , John Michael Hauptman , Matthew Herndon , Adrian D Hillier , Micah Hillman , Gabriela Hoff , Tova Ray Holmes , Samuel Homiller , Walter Hopkins , Lennart Huth , Sudip Jana , Laura Jeanty , Sergo Jindariani , Sofia Johannesson , Benjamin Johnson , Owain Rhodri Jones , Paul-Bogdan Jurj , Yonatan Kahn , Rohan Kamath , Anna Kario , Ivan Karpov , David Kelliher , Wolfgang Kilian , Ryuichiro Kitano , Felix Kling , Antti Kolehmainen , K. C. Kong , Jaap Kosse , Jakub Kremer , Georgios Krintiras , Karol Krizka , Nilanjana Kumar , Erik Kvikne , Robert Kyle , Stephan Lachnit , Emanuele Laface , Elleanor Lamb , Kenneth Lane , Andrea Latina , Anton Lechner , Lawrence Lee , Junghyun Lee , Seh Wook Lee , Thibaut Lefevre , Emanuele Leonardi , Giuseppe Lerner , Gabriele Levati , Filippo Levi , Peiran Li , Qiang Li , Tong Li , Wei Li , Roberto Li Voti , Giulia Liberalato , Mats Lindroos , Ronald Lipton , Da Liu , Zhen Liu , Miaoyuan Liu , Alessandra Lombardi , Shivani Lomte , Kenneth Long , Luigi Longo , José Lorenzo , Ian Low , Xianguo Lu , Tianhuan Luo , Anna Lupato , Yang Ma , Shinji Machida , Edward MacTavish , Thomas Madlener , Lorenzo Magaletti , Marcello Maggi , Tommaso Maiello , Helene Mainaud Durand , Abhishikth Mallampalli , Fabio Maltoni , Jerzy Mikolaj Manczak , Marco Mandurrino , Claude Marchand , Francesco Mariani , Stefano Marin , Samuele Mariotto , Simon Marsh , Stewart Martin-Haugh , David Marzocca , Maria Rosaria Masullo , Giorgio Sebastiano Mauro , Anna Mazzacane , Andrea Mazzolari , Patrick Meade , Barbara Mele , Federico Meloni , Xiangwei Meng , Matthias Mentink , Rebecca Miceli , Abdollah Mohammadi , Dominik Moll , Francesco Montagno Bozzone , Alessandro Montella , Manuel Morales-Alvarado , Mauro Morandin , Marco Morrone , Tim Mulder , Riccardo Musenich , Toni Mäkelä , Elias Métral , Krzysztof Mękała , Emilio Nanni , Marco Nardecchia , Federico Nardi , Felice Nenna , David Neuffer , David Newbold , Daniel Novelli , Maja Olvegård , Yasar Onel , Domizia Orestano , Inaki Ortega Ruiz , John Osborne , Simon Otten , Yohan Mauricio Oviedo Torres , Daniele Paesani , Simone Pagan Griso , Davide Pagani , Kincso Pal , Mark Palmer , Leonardo Palombini , Alessandra Pampaloni , Paolo Panci , Priscilla Pani , Yannis Papaphilippou , Rocco Paparella , Paride Paradisi , Antonio Passeri , Jaroslaw Pasternak , Nadia Pastrone , Kevin Pedro , Antonello Pellecchia , Fulvio Piccinini , Henryk Piekarz , Tatiana Pieloni , Juliette Plouin , Alfredo Portone , Karolos Potamianos , Joséphine Potdevin , Soren Prestemon , Teresa Puig , Ji Qiang , Lionel Quettier , Tanjona Radonirina Rabemananjara , Emilio Radicioni , Raffaella Radogna , Ilaria Carmela Rago , Angira Rastogi , Andris Ratkus , Elodie Resseguie , Juergen Reuter , Pier Luigi Ribani , Cristina Riccardi , Stefania Ricciardi , Caroline Riggall , Tania Robens , Youri Robert , Juan Rojo , Marco Romagnoni , Kevin Ronald , Benjamin Rosser , Carlo Rossi , Leo Rozanov , Maximilian Ruhdorfer , Richard Ruiz , Farinaldo S. Queiroz , Saurabh Saini , Filippo Sala , Claudia Salierno , Tiina Salmi , Paola Salvini , Ennio Salvioni , Nicholas Sammut , Carlo Santini , Alessandro Saputi , Ivano Sarra , Giuseppe Scarantino , Hans Schneider-Muntau , Jessica Scifo , Sally Seidel , Claudia Seitz , Tanaji Sen , Carmine Senatore , Abdulkadir Senol , Daniele Sertore , Lorenzo Sestini , Vladimir Shiltsev , Ricardo César Silva Rêgo , Federica Maria Simone , Kyriacos Skoufaris , Elise Sledge , Valentina Sola , Gino Sorbello , Massimo Sorbi , Stefano Sorti , Lisa Soubirou , Simon Spannagel , David Spataro , Anna Stamerra , Marcel Stanitzki , Steinar Stapnes , Giordon Stark , Marco Statera , Bernd Stechauner , Shufang Su , Wei Su , Ben Suitters , Xiaohu Sun , Alexei Sytov , Yoxara Sánchez Villamizar , Jingyu Tang , Jian Tang , Herman Ten Kate , Pietro Testoni , Leonard Sebastian Thiele , Rogelio Tomas Garcia , Max Topp-Mugglestone , Toms Torims , Riccardo Torre , Luca Tortora , Ludovico Tortora , Luca Tricarico , Sokratis Trifinopoulos , Donato Troiano , Alexander Naip Tuna , Sosoho-Abasi Udongwo , Ilaria Vai , Riccardo Umberto Valente , Giorgio Vallone , Ursula van Rienen , Rob Van Weelderen , Marion Vanwelde , Gueorgui Velev , Rosamaria Venditti , Adam Vendrasco , Adriano Verna , Gianluca Vernassa , Arjan Verweij , Piet Verwilligen , Ludovico Vittorio , Paolo Vitulo , Isabella Vojskovic , Biao Wang , Dayong Wang , Lian-Tao Wang , Xing Wang , Manfred Wendt , Robert Stephen White , Markus Widorski , Mariusz Wozniak , Juliet Wright , Yongcheng Wu , Andrea Wulzer , Keping Xie , Yifeng Yang , Yee Chinn Yap , Katsuya Yonehara , Hwi Dong Yoo , Zhengyun You , Zaib Un Nisa , Marco Zanetti , Angela Zaza , Jinlong Zhang , Liang Zhang , Ruihu Zhu , Alexander Zlobin , Davide Zuliani , José Francisco Zurita

The MUonE experiment aims at an independent and very precise determination of the leading hadronic contribution to the muon magnetic moment, based on an alternative method, complementary to the existing ones. This can be achieved by…

High Energy Physics - Experiment · Physics 2020-12-15 Giovanni Abbiendi

The method of alternation projections (MAP) is an iterative procedure for finding the projection of a point on the intersection of closed subspaces of an Hilbert space. The convergence of this method is usually slow, and several methods for…

Numerical Analysis · Mathematics 2013-02-04 Claude Brezinski , Michela Redivo-Zaglia

This Ph.D. dissertation contains results in two different but related fields: the implementation of model predictive control (MPC) in embedded systems using first order methods, and restart schemes for accelerated first order methods…

Optimization and Control · Mathematics 2021-09-07 Pablo Krupa

In this paper we elaborate on the nature and challenges for the magnet systems of a muon collider as presently considered within the scope of the International Muon Collider Collaboration (IMCC). We outline the structure of the work…

This is an overview and a preview of the theory of "mixed motives of level 1" explaining some results, projects, ideas and indicating a bunch of problems.

Algebraic Geometry · Mathematics 2007-06-11 L. Barbieri-Viale

We in the physics community expect the LHC to uncover new physics in the next few years. The character and energy scale of the new physics remain unclear, but it is likely that data from the LHC will need to be complemented by information…

Accelerator Physics · Physics 2012-04-17 Ronald Lipton

Muon has emerged as a promising optimizer for large-scale foundation model pre-training by exploiting the matrix structure of neural network updates through iterative orthogonalization. However, its practical efficiency is limited by the…

Machine Learning · Computer Science 2026-04-14 Ziyue Liu , Ruijie Zhang , Zhengyang Wang , Yequan Zhao , Yupeng Su , Zi Yang , Zheng Zhang

Muon Colliders have unique technical and physics advantages and disadvantages when compared with both hadron and electron machines. They should thus be regarded as complementary. Parameters are given of 4 TeV and 0.5 TeV high luminosity…

acc-phys · Physics 2012-08-29 R. B. Palmer , A. Sessler , A. Skrinsky , A. Tollestrup

Gradient orthogonalization is a simple strategy that shows great utility in speeding up gradient descent. The Muon optimizer (Jordan, Jin, et al., 2024) combines gradient orthogonalization with first-order momentum and achieves significant…

Machine Learning · Computer Science 2025-10-21 Ahmed Khaled , Kaan Ozkara , Tao Yu , Mingyi Hong , Youngsuk Park

Experimental and theoretical activities are underway at CERN with the aim of examining the feasibility of a very-high-flux neutrino source. In the present scheme, a high-power proton beam (some 4 MW) bombards a target where pions are…

Accelerator Physics · Physics 2014-11-18 G. Franchetti , S. Gilardoni , P. Gruber , K. Hanke , H. Haseroth , E. B. Holzer , D. Kuechler , A. M. Lombardi , R. Scrivens

Muon colliders have a great potential for high-energy physics. They can offer collisions of point-like particles at very high energies, since muons can be accelerated in a ring without limitation from synchrotron radiation. However, the…