Search arXiv⌕ Search
Home/Archive/arXiv

arXiv · 2610.28505

Blueprint for an AI-Enabled Particle Theory Community

George T. Fleming·Daniel C. Hackett·James Halverson·T. J. Hobbs·Stefan Hoeche·Brandon Kriesten·Konstantin T. Matchev·Tony Menzo·Stephen Mrenna·Benjamin Nachman·Prasanth Shyamsundar·David Shih·Jesse Thaler·Jure Zupan·Prateek Agrawal·Jonathan Bagger·Yang Bai·Brian Batell·Sean Benevedes·Vedran Brdar·Matthew R. Buckley·Christopher Carone·Mu-Chun Chen·Kun Cheng·So Chigusa·R. Sekhar Chivukula·Neil Christensen·Timothy Cohen·Jonathan M. Cornell·Antonio Delgado·Radovan Dermisek·Jeff A. Dror·Anatoly Dymarsky·Jonathan L. Feng·Terrance Figy·Alexander Friedland·Dorival Goncalves·Craig Group·Tao Han·Mark Hertzberg·Samuel Homiller·Matheus Hostert·Philip Ilten·Zhong-Bo Kang·Can Kilic·Doojin Kim·William H. Kinney·Simon Knapen·Kyoungchul Kong·Graham Kribs·Shirley Li·Huey-Wen Lin·Zhen Liu·Ian Low·Pedro Machado·Kendall Mahn·Alexander Maloney·Liam McAllister·Djordje Minic·Bernhard Mistlberger·Sebastian Mizera·Moritz Münchmeyer·Ethan Neil·Nobuchika Okada·Sofia Palacios Schweitzer·Ian Pang·Andreas Papaefstathiou·Alexey Petrov·David Poland·Xiaolin Qi·Michael Ratz·Laura Reina·Thomas Rizzo·Nicholas Rodd·Alessandro Russo·Philip Schuster·Phiala Shanahan·Elizabeth H. Simmons·George Siopsis·Dejan Stojkovic·Shufang Su·Tim M. P. Tait·Lian-Tao Wang·Zhengkang Zhang
View original source ↗Read source document ↗Export metadata ↓

Abstract

Rapid advances in the capabilities and reach of artificial intelligence (AI) are changing research in particle physics. In this new era, AI is an innovative tool for theoretical physicists, while the interaction of AI and particle theory is itself a developing field. We argue that particle theory requires a community-scale effort to realize its full potential. We show how particle theory occupies a unique position in the AI for physics landscape, and describe the complementarity of AI and theory developments. We conclude with a series of recommendations on how to build an AI-enabled theory community for the Genesis Mission.

Explore related subjects

hep-ph

Keep this discovery

Explore connections, maps & timelines

BibTeXRIS

George T. Fleming, Daniel C. Hackett, James Halverson, T. J. Hobbs, Stefan Hoeche, Brandon Kriesten, Konstantin T. Matchev, Tony Menzo, Stephen Mrenna, Benjamin Nachman, Prasanth Shyamsundar, David Shih, Jesse Thaler, Jure Zupan, Prateek Agrawal, Jonathan Bagger, Yang Bai, Brian Batell, Sean Benevedes, Vedran Brdar, Matthew R. Buckley, Christopher Carone, Mu-Chun Chen, Kun Cheng, So Chigusa, R. Sekhar Chivukula, Neil Christensen, Timothy Cohen, Jonathan M. Cornell, Antonio Delgado, Radovan Dermisek, Jeff A. Dror, Anatoly Dymarsky, Jonathan L. Feng, Terrance Figy, Alexander Friedland, Dorival Goncalves, Craig Group, Tao Han, Mark Hertzberg, Samuel Homiller, Matheus Hostert, Philip Ilten, Zhong-Bo Kang, Can Kilic, Doojin Kim, William H. Kinney, Simon Knapen, Kyoungchul Kong, Graham Kribs, Shirley Li, Huey-Wen Lin, Zhen Liu, Ian Low, Pedro Machado, Kendall Mahn, Alexander Maloney, Liam McAllister, Djordje Minic, Bernhard Mistlberger, Sebastian Mizera, Moritz Münchmeyer, Ethan Neil, Nobuchika Okada, Sofia Palacios Schweitzer, Ian Pang, Andreas Papaefstathiou, Alexey Petrov, David Poland, Xiaolin Qi, Michael Ratz, Laura Reina, Thomas Rizzo, Nicholas Rodd, Alessandro Russo, Philip Schuster, Phiala Shanahan, Elizabeth H. Simmons, George Siopsis, Dejan Stojkovic, Shufang Su, Tim M. P. Tait, Lian-Tao Wang, Zhengkang Zhang. 2026-10-20. Blueprint for an AI-Enabled Particle Theory Community. https://arxiv.org/abs/2610.28505

Cite the original work for its findings. Save a collection to share your selection of sources.

KEEP EXPLORING

Related papers

arXiv2026

Production of excited $Λ_c^+$ baryons through $Λ_b$ hadronic weak decays

In this work, to establish a more abundant $Λ_c$ baryon spectrum, we discuss the production potentials of the excited $Λ_c$ baryons through $Λ_b$ hadronic weak decays within a constituent quark model. Based on our successful explanations of the existing experimental data for the $Λ_b \to Λ_c(π^-, K^{-}, D^{-}, D^{-}_s, D_s^{*-})$ processes, we further calculate the decay rates of the $Λ_b$ baryon into the $1P$-, $1D$-, $2S$-, $3S$-, $2P$-, $1F$-, and $2D$-wave $Λ_c$ excited states. It is found that these $Λ_c$ excitations have large production rates in the $Λ_b$ hadronic weak decay process associated with $π^-$ meson emitting, i.e., $Λ_b\to Λ_c^{*}π^-$, their branching fractions can reach up to $\mathcal{O}(10^{-3})$. To search for the higher $3S$-, $2P$-, $1F$-, and $2D$-wave $Λ_c$ states, the $Λ_b \to Λ_c (3S) π^-\to D^{*0}p π^-$, and $Λ_b\to Λ_c(2P,2D,1F) π^-\to D^{(*)0}pπ^-$ decays are worth observing in future experiments.

hep-ph↗
arXiv2026

Anatomy of RHN DM relic in the vanilla scotogenic neutrino mass model

The scotogeneic neutrino mass models are very popular choices to generate light neutrino masses via radiative mechanism. In these models, the particles running in the loop are distinguished from the standard model due to an imposed $\mathcal{Z}_2$ symmetry under which the loop particles are odd. Therefore, the lightest particle running in the loop can be a viable dark matter candidate. In this paper, we revisit the minimal scotogenic neutrino mass model and study the anatomy of right handed neutrino (RHN) DM relic, taking into account contributions from self-annihilation, co-annihilation, conversion-driven processes, as well as production via the freeze-in mechanism. We impose the constraints from direct detection and collider searches of DM including anomalous magnetic moment of muon, charged lepton flavor violation and low-energy neutrino oscillation data to show that the lightest RHN can be a viable DM in the mass range: $M_{h}/2\lesssim M_{\rm DM}\lesssim2000 {\rm GeV}$ (thermal DM) and $0.1 ~{\rm GeV}\lesssim M_{\rm DM}\lesssim 1000 {\rm GeV}$ (non-thermal DM), where $M_h$ denotes the Standard Model Higgs mass and $M_{\rm DM}$ is the RHN dark matter mass. We also find the displaced vertex signatures of long lived particles which can be probed at future colliders.

hep-ph↗
arXiv2026

Impact of non-standard neutrino-electron interactions on Big Bang Nucleosynthesis

Neutrino non-standard interactions (NSI) with electrons, predicted in many extended theoretical models of particle physics, are known to alter the picture of neutrino decoupling from the cosmic plasma. We update previous analyses of neutrino decoupling in the presence of NSI with electrons, extending the parameter space and assessing their impact on the primordial light-element abundances produced during Big Bang Nucleosynthesis (BBN). We show that tracking the NSI-induced modifications of the neutrino distributions is necessary to accurately predict the helium-4 abundance, which cannot be derived from a pure $N_{\rm eff}$-driven change. BBN therefore provides additional observables that are complementary to $N_{\rm eff}$. We then derive cosmological constraints on non-universal and flavour-changing NSI parameters, using different dataset combinations, and compare them with bounds from terrestrial experiments. We find that the cosmological limits are significantly less stringent than the terrestrial ones, but they provide an independent probe of neutrino interactions in the early universe.

hep-ph↗