构建实验性粒子物理中的 AI 原生研究生态系统：社区愿景
高能物理 - 实验
2026-02-20 v1
摘要
实验性粒子物理旨在通过探测基本粒子与力，阐明它们如何支配宇宙演化的宏观过程。本白皮书提出了人工智能(AI)如何加速此领域发现的愿景。我们概述了必须解决的宏大挑战，以实现变革性的突破，并描述了当前和计划中的实验设施如何能够实现这一愿景，从而深化我们对从微观到宏观尺度复杂物理世界的理解。我们展示了正在建造中的设施，如HL-LHC、DUNE和即将投入使用的EIC，既能从中受益，又可作为此愿景的试验场，同时也能实现更长期的目标，即未来实验（如CERN的FCC-ee、IceCube-Gen2、美国的μ子对撞机以及小型到中型项目）完全实现AI原生。我们描述了如何通过大型资助机构联合管理，涵盖DOE实验室和大学，来实现这一目标。
引用
@article{arxiv.2602.17582,
title = {Building an AI-native Research Ecosystem for Experimental Particle Physics: A Community Vision},
author = {Thea Klaeboe Aarrestad and Alaa Abdelhamid and Haider Abidi and Jahred Adelman and Jennifer Adelman-McCarthy and Shuchin Aeron and Garvita Agarwal and Usman Ali and Cristiano Alpigiani and Omar Alterkait and Mohamed Aly and Oz Amram and Saeed Ansari Fard and Aram Apyan and John Arrington and Marvin Ascencio-Sosa and Mohammad Atif and Aneesha Avasthi and Muhammad Bilal Azam and Bhim Bam and Joshua Barrow and Rainer Bartoldus and Amit Bashyal and Aashwin Basnet and Ayse Bat and Lothar A. T. Bauerdick and John Beacom and Chris Bee and Michael Begel and Matthew Bellis and Rene Bellwied and Rakitha Beminiwattha and Gabriele Benelli and Douglas Benjamin and Catrin Bernius and Binod Bhandari and Avinay Bhat and Meghna Bhattacharya and Saptaparna Bhattacharya and Prajita Bhattarai and Sudip Bhattarai and Wahid Bhimji and Jianming Bian and Burak Bilki and Mary Bishai and Kevin Black and Kenneth Bloom and Brian Bockelman and Johan Sebastian Bonilla Castro and Tulika Bose and Nilay Bostan and Othmane Bouhali and Dimitri Bourilkov and Dominic Brailsford and Gustaaf Brooijmans and Elizabeth Brost and Maria Brigida Brunetti and Quentin Buat and Brendon Bullard and Jackson Burzynski and Paolo Calafiura and Rodolfo Capdevilla and Fabian Andres Castaño Usuga and Raquel Castillo Fernandez and Fabio Catalano and Viviana Cavaliere and Flavio Cavanna and Giuseppe Cerati and Aidan Chambers and Maria Chamizo-Llatas and Philip Chang and Andrew Chappell and Arghya Chattopadhyay and Sergei Chekanov and Jian-ping Chen and Yi Chen and Zhengyang Chen and J. Taylor Childers and Hector Chinchay and Yuan-Tang Chou and Tasnuva Chowdhury and Neil Christensen and Wonyong Chung and Rafael Coelho Lopes de Sa and Simon Corrodi and Kyle Cranmer and Matteo Cremonesi and Roy Cruz and Mate Csanad and Mariarosaria D'Alfonso and Carlo Dallapiccola and Daine Danielson and Sridhara Dasu and Gavin Davies and Kaushik De and Patrick de Perio and Klaus Dehmelt and Marco Del Tutto and Carlos Ruben Dell'Aquila and Sarah Demers and Paolo Desiati and Bhesha Devkota and Sparshita Dey and Ranjan Dharmapalan and Karri Folan Di Petrillo and Markus Diefenthaler and Jeff Dillon and Zelimir Djurcic and Caterina Doglioni and Francois Drielsma and Edmond Dukes and Irene Dutta and Peter Elmer and Johannes Elmsheuser and Victor Daniel Elvira and Harold Evans and Peter Fackeldey and Cristiano Fanelli and Hao Fang and Mattia Fani and Muhammad Farooq and Matthew Feickert and Ian Fisk and Sam Foreman and Alexander Friedland and Nuwan Chaminda G. W. and Louis-Guillaume Gagnon and Massimiliano Galli and Abhijith Gandrakota and Sudeshna Ganguly and Arianna Garcia Caffaro and Rob Gardner and Rocky Bala Garg and Lino Gerlach and Aishik Ghosh and Romulus Godang and Julia Gonski and Loukas Gouskos and Richard Gran and Heather Gray and Andrei Gritsan and Gaia Grosso and Craig Group and Jiawei Guo and Shubham Gupta and Gajendra Gurung and Phillip Gutierrez and Oliver Gutsche and Tyler Hague and Joseph Haley and Eva Halkiadakis and Francis Halzen and Michael Hance and Philip Harris and Harry Hausner and Karsten Heeger and Lukas Heinrich and Alexander Held and Matthew Herndon and Ken Herner and Max Herrmann and David Hertzog and Christian Herwig and Aaron Higuera and Alexander Himmel and Timothy Hobbs and Stefan Hoeche and Tova Holmes and Tae Min Hong and Ben Hooberman and Walter Hopkins and Jessica N. Howard and Shih-Chieh Hsu and Fengping Hu and Patrick Huber and Dirk Hufnagel and Daniel Humphreys and Ia Iashvili and Joseph Incandela and Josh Isaacson and Wasikul Islam and Kirill Ivanov and Wooyoung Jang and Naomi Jarvis and Brij Kishor Jashal and Pratik Jawahar and Dulitha Jayakodige and Torri Jeske and Sergo Jindariani and Jay Hyun Jo and Bhishm Shankar Joshi and Xiangyang Ju and Andreas Jung and Thomas Junk and Michael Kagan and Daisy Kalra and Matthias Kaminski and Edward Karavakis and Stefan Katsarov and Stergios Kazakos and Paul King and Michael Kirby and Max Knobbe and Young Ju Ko and Dmitry Kondratyev and Rostislav Konoplich and Charis Koraka and Scott Kravitz and Lukas Kretschmann and Brandon Kriesten and Georgios K Krintiras and Iason Krommydas and Michelle Kuchera and Audrey Kvam and Martin Kwok and Theodota Lagouri and Sabine Lammers and Eric Lancon and Greg Landsberg and David Lange and Kevin Lannon and Joseph Lau and Luca Lavezzo and Benjamin Lawrence-Sanderson and Duc-Truyen Le and Matt LeBlanc and Sung-Won Lee and Trevin Lee and Charles Leggett and Kayla Leonard DeHolton and James Letts and Hao Li and Haoyang Li and Aklima Khanam Lima and Guilherme Lima and Mia Liu and Qibin Liu and Yinrui Liu and Zhen Liu and Shivani Lomte and Guillermo Loustau de Linares and Lu Lu and Pietro Lugato and Adam Lyon and Yang Ma and Christopher Madrid and Akhtar Mahmood and Kendall Mahn and Devin Mahon and Akshay Malige and Sudhir Malik and Abhishikth Mallampalli and Yurii Maravin and Ralph Marinaro and Pete Markowitz and Matthew Maroun and Kyla Martinez and Verena Ingrid Martinez Outschoorn and Sanjit Masanam and Mario Masciovecchio and Konstantin Matchev and Malek Mazouz and Simone Mazza and Thomas McCauley and Shawn McKee and Karim Mehrabi and Poonam Mehta and Andrew Melo and Mark Messier and Elias Mettner and Christopher Meyer and Jessie Micallef and Sophie Middleton and David W. Miller and Hamlet Mkrtchyan and Abdollah Mohammadi and Abhinav Mohan and Ajit Mohapatra and Farouk Mokhtar and Peter Monaghan and Claudio Silverio Montanari and Michael Mooney and Casey Morean and Eric Moreno and Alexander Moreno Briceño and Stephen Mrenna and Justin Mueller and Daniel Murnane and Benjamin Nachman and Emilio Nanni and Nitish Nayak and Miquel Nebot-Guinot and Orgho Neogi and Chris Neu and Mark Neubauer and Norbert Neumeister and Harvey Newman and Duong Nguyen and Gavin Niendorf and Paul Nilsson and Scarlet Norberg and Andrzej Novak and Sungbin Oh and Isabel Ojalvo and Olaiya Olokunboyo and Yasar Onel and Joseph Osborn and Ianna Osborne and Arantza Oyanguren and Nurcan Ozturk and Paul Padley and Simone Pagan Griso and Pritam Palit and Bishnu Pandey and Vishvas Pandey and Zisis Papandreou and Ganesh Parida and Ki Ryeong Park and Ajib Paudel and Manfred Paulini and Christoph Paus and Gregory Pawloski and Kevin Pedro and Gabriel Perdue and Troels Christian Petersen and Alexey Petrov and Deborah Pinna and Marc-André Pleier and Andrea Pocar and Prafull Purohit and Nived Puthumana Meleppattu and Mateusz Płoskoń and Sitian Qian and Xin Qian and Geting Qin and Aleena Rafique and Srini Rajagopalan and Dylan Rankin and Rebecca Rapp and Salvatore Rappoccio and Rohit Raut and Sagar Regmi and Benedikt Riedel and Andres Rios-Tascon and Stephen Roche and Jenna Roderick and Rimsky Rojas and Dmitry Romanov and Subhojit Roy and Rita Sadek and Dikshant Sagar and Nihar Ranjan Sahoo and Tai Sakuma and Juan Pablo Salas and Mayly Sanchez and Jay Sandesara and Alexander Savin and Ryan Schmitz and Kate Scholberg and Henry Schreiner and Reinhard Schwienhorst and Gabriella Sciolla and Saba Sehrish and Seon-Hee and Seo and Elizabeth Sexton-Kennedy and Oksana Shadura and Bijaya Sharma and Varun Sharma and Suyog Shrestha and Ryan Simeon and Jack Simoni and Siddharth Singh and Kim Siyeon and Louise Skinnari and Jinseop Song and Simone Sottocornola and Alexandre Sousa and Sairam Sri Vatsavai and Giordon Stark and Justin Stevens and Tyler Stokes and Nadja Strobbe and Indara Suarez and Manjukrishna Suresh and Andrew Sutton and Holly Szumila-Vance and Vardan Tadevosyan and Anyes Taffard and Buddhiman Tamang and Hirohisa Tanaka and Erdinch Tatar and Abdel Nasser Tawfik and Vikas Teotia and Kazuhiro Terao and Mitanshu Thakore and Jesse Thaler and Ameya Thete and Inar Timiryasov and Anthony Timmins and Andrew Toler and Dat Tran and Nhan Tran and Patrick Tsang and Ho Fung Tsoi and Vakho Tsulaia and Pham Tuan and Christopher Tully and Shengquan Tuo and Richard Tyson and Darren Upton and Hilary Utaegbulam and Zoya Vallari and Peter van Gemmeren and Vassil Vassilev and Nikhilesh Venkatasubramanian and Renzo Vizarreta and Emmanouil Vourliotis and Ilija Vukotic and Carl Vuosalo and Liv Våge and Tammy Walton and Linyan Wan and Biao Wang and Gensheng Wang and Michael Wang and Yuxuan Wang and Gordon Watts and Yingjie Wei and Derek Weitzel and Shawn Westerdale and Andrew White and Leigh Whitehead and Michael Wilking and Mike Williams and Stephane Willocq and Jeffery Winkler and Frank Winklmeier and Holger Witte and Peter Wittich and Douglas Wright and Yongcheng Wu and Yujun Wu and Wei Xie and Fang Xu and Barbara Yaeggy and Zhen Yan and Liang Yang and Wei Yang and Alejandro Yankelevich and Yiheng Ye and Oguzhan Yer and Efe Yigitbasi and Shin-Shan Yu and Jon Zarling and Chao Zhang and Licheng Zhang and Larry Zhao and Junjie Zhu and Jure Zupan},
journal= {arXiv preprint arXiv:2602.17582},
year = {2026}
}