Inclusive and differential cross-section measurements of production in pp collisions at = 13 TeV with the ATLAS detector, including EFT and spin-correlation …

G Aad, B Abbott, K Abeling, NJ Abicht, SH Abidi… - Journal of High Energy …, 2024 - Springer
A bstract Measurements of both the inclusive and differential production cross sections of a
top-quark-top-antiquark pair in association with a Z boson (\(t\overline {t} Z\)) are presented …

Topological reconstruction of particle physics processes using graph neural networks

L Ehrke, JA Raine, K Zoch, M Guth, T Golling - Physical Review D, 2023 - APS
We present a new approach, the Topograph, which reconstructs underlying physics
processes, including the intermediary particles, by leveraging underlying priors from the …

Streamlined jet tagging network assisted by jet prong structure

A Hammad, MM Nojiri - Journal of High Energy Physics, 2024 - Springer
A bstract Attention-based transformer models have become increasingly prevalent in collider
analysis, offering enhanced performance for tasks such as jet tagging. However, they are …

A method to challenge symmetries in data with self-supervised learning

R Tombs, CG Lester - Journal of Instrumentation, 2022 - iopscience.iop.org
Symmetries are key properties of physical models and of experimental designs, but any
proposed symmetry may or may not be realized in nature. In this paper, we introduce a …

Deducing neutron star equation of state parameters directly from telescope spectra with uncertainty-aware machine learning

D Farrell, P Baldi, J Ott, A Ghosh… - … of Cosmology and …, 2023 - iopscience.iop.org
Neutron stars provide a unique laboratory for studying matter at extreme pressures and
densities. While there is no direct way to explore their interior structure, X-rays emitted from …

Portraying double Higgs at the Large Hadron Collider II

L Huang, S Kang, JH Kim, K Kong, JS Pi - Journal of High Energy Physics, 2022 - Springer
A bstract The Higgs potential is vital to understand the electroweak symmetry breaking
mechanism, and probing the Higgs self-interaction is arguably one of the most important …

Resolving extreme jet substructure

Y Lu, A Romero, MJ Fenton, D Whiteson… - Journal of High Energy …, 2022 - Springer
A bstract We study the effectiveness of theoretically-motivated high-level jet observables in
the extreme context of jets with a large number of hard sub-jets (up to N= 8). Previous …

Jet rotational metrics

A Romero, D Whiteson - Journal of High Energy Physics, 2024 - Springer
A bstract Embedding symmetries in the architectures of deep neural networks can improve
classification and network convergence in the context of jet substructure. These results hint …

PAIReD jet: A multi-pronged resonance tagging strategy across all Lorentz boosts

S Mondal, G Barone, A Schmidt - Journal of High Energy Physics, 2024 - Springer
A bstract We propose a new approach of jet-based event reconstruction that aims to
optimally exploit correlations between the products of a hadronic multi-pronged decay …

A search for R-parity-violating supersymmetry in final states containing many jets in pp collisions at = 13 TeV with the ATLAS detector

G Aad, B Abbott, K Abeling, NJ Abicht, SH Abidi… - Journal of High Energy …, 2024 - Springer
A bstract A search for R-parity-violating supersymmetry in final states with high jet multiplicity
is presented. The search uses 140 fb− 1 of proton-proton collision data at\(\sqrt {s}\)= 13 TeV …