Image de couverture de livre

Accelerating multijet-merged event generation with neural network matrix element surrogates

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteurs principaux:	Herrmann, Tim, Janßen, Timo, Schenker, Mathis, Schumann, Steffen, Siegert, Frank
Format:	Preprint
Publié:	2025
Sujets:	High Energy Physics - Phenomenology
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

Sampling NNLO QCD phase space with normalizing flows
par: Janßen, Timo, et autres
Publié: (2025)

Order statistics for multijet events
par: Chachamis, G., et autres
Publié: (2025)

Inferring flavor mixtures in multijet events
par: Alvarez, Ezequiel, et autres
Publié: (2024)

Phase space sampling with Markov Chain Monte Carlo methods
par: La Cagnina, Salvatore, et autres
Publié: (2024)

Efficient many-jet event generation with Flow Matching
par: Bothmann, Enrico, et autres
Publié: (2025)

Precision calculations for groomed event shapes at HERA
par: Knobbe, Max, et autres
Publié: (2024)

Quantum-annealing-inspired algorithms for multijet clustering
par: Okawa, Hideki, et autres
Publié: (2024)

Event generation with Sherpa 3
par: Bothmann, Enrico, et autres
Publié: (2024)

NLO+NLL' accurate predictions for three-jet event shapes in hadronic Higgs decays
par: Ridder, Aude Gehrmann-De, et autres
Publié: (2024)

Robust Calibration of Non-Perturbative Models with History Matching
par: Iskauskas, Andrew, et autres
Publié: (2026)

Constraining the four-light quark operators in the SMEFT with multijet and VBF processes at linear level
par: Degrande, Céline, et autres
Publié: (2025)

Tri-boson and WH production in the $\mathrm{W}^+\mathrm{W}^+\mathrm{j}\mathrm{j}$ channel: predictions at full NLO accuracy and beyond
par: Denner, Ansgar, et autres
Publié: (2024)

On the efficiency of parameter space exploration: A scotogenic case study
par: de Noyers, Ugo, et autres
Publié: (2025)

New developments in the Whizard event generator
par: Reuter, Jürgen, et autres
Publié: (2024)

On magnitudes of some CKM matrix elements
par: Ligeti, Zoltan
Publié: (2024)

MC@NLO event generation by reweighting unweighted Born events
par: Farkh, Saad El, et autres
Publié: (2026)

NuHepMC: A standardized event record format for neutrino event generators
par: Gardiner, S., et autres
Publié: (2023)

$t\bar{t}b\bar{b}$ at NLO precision in a variable flavor number scheme
par: Ferencz, Lars, et autres
Publié: (2024)

Photoproduction in general-purpose event generators
par: Helenius, Ilkka, et autres
Publié: (2024)

2023 update of the extraction of the CKM matrix elements
par: Silva, Luiz Vale
Publié: (2024)

Reconstruction of the depth of the shower maximum of air showers with the SD-750 surface detector of the Pierre Auger Observatory using neural networks
par: Hahn, Steffen
Publié: (2025)

Monte Carlo Event Generation with Continuous Normalizing Flows
par: Bothmann, Enrico, et autres
Publié: (2026)

A universal implementation of radiative effects in neutrino event generators
par: Vidal, Julia Tena, et autres
Publié: (2024)

Hierarchy of CKM matrix elements and implications of unitarity
par: Kaur, Gurjit, et autres
Publié: (2024)

Benchmarks and applications of the nuclear deexcitation event generator NucDeEx
par: Abe, Seisho
Publié: (2025)

Improving NLO QCD event generators with high-energy EW corrections
par: Pagani, Davide, et autres
Publié: (2023)

Precision physics at the muon collider: $m_W$ and CKM matrix elements
par: Bella, Ludovica Aperio, et autres
Publié: (2026)

Spin density matrix elements in vector meson leptoproduction
par: Goloskokov, S. V., et autres
Publié: (2004)

Theory-informed neural networks for particle physics
par: Dillon, Barry M., et autres
Publié: (2025)

Equivariant neural networks for robust $\textit{CP}$ observables
par: Cruz, Sergio Sánchez, et autres
Publié: (2024)

Efficient tau-pair invariant mass reconstruction with simplified matrix element techniques
par: Kalinowski, Artur, et autres
Publié: (2025)

Intrinsic $k_T$ and soft gluons in Monte Carlo event generators
par: Moureaux, Louis, et autres
Publié: (2025)

Automated inclusion of QED corrections in Monte Carlo event generators
par: Flower, Lois
Publié: (2024)

Learning Feynman integrals from differential equations with neural networks
par: Calisto, Francesco, et autres
Publié: (2023)

A constraint to the uncertainty associated with the elements in the quark mixing matrix
par: Kim, Jae Jun
Publié: (2023)

Jet angularities in dijet production in proton-proton and heavy-ion collisions at RHIC
par: Chien, Yang-Ting, et autres
Publié: (2024)

Polarized and unpolarized gluon PDFs: generative machine learning applications for lattice QCD matrix elements at short distance and large momentum
par: Chowdhury, Talal Ahmed, et autres
Publié: (2024)

On the solution of Euclidean path integrals with neural networks
par: Balassa, Gabor
Publié: (2025)

Wilson loops with neural networks
par: Bellscheidt, Verena, et autres
Publié: (2026)

Implementation of a relativistic distorted wave impulse approximation model into the NEUT event generator
par: McKean, J., et autres
Publié: (2025)