activity
20172024
most citedOptimising simulations for diphoton production at hadron colliders using amplitude neural networks

59 citations · 244 across the 11 of their papers we have counts for

collaborators

12 papers

hep-ph2024

Lepton-Pair Scattering With an Off-Shell and an On-Shell Photon at Two Loops in Massless QED

Simone Zoia

I present the computation of the two-loop amplitudes for the scattering of a lepton pair with an off-shell and an on-shell photon in massless QED. We apply modern techniques develo…

hep-ph2023★ 7 cited

Learning Feynman integrals from differential equations with neural networks

Francesco Calisto, Ryan Moodie, Simone Zoia

We perform an exploratory study of a new approach for evaluating Feynman integrals numerically. We apply the recently-proposed framework of physics-informed deep learning to train…

hep-ph2023★ 33 cited

Lepton-pair scattering with an off-shell and an on-shell photon at two loops in massless QED

Simon Badger, Jakub Kryś, Ryan Moodie +1

We compute the two-loop QED helicity amplitudes for the scattering of a lepton pair with an off-shell and an on-shell photon, , using the approximation of mas…

hep-ph2023★ 57 cited

Isolated photon production in association with a jet pair through next-to-next-to-leading order in QCD

Simon Badger, Michal Czakon, Heribertus Bayu Hartanto +4

In this work, we provide a comprehensive set of differential cross-section distributions for photon + di-jet production in proton-proton collisions with next-to-next-to-leading ord…

hep-ph2023

Two-loop amplitudes in massless QCD for diphoton-plus-jet production via gluon fusion at hadron colliders

Ryan Moodie

The ability to calculate analytic full-colour two-to-three two-loop helicity amplitudes in massless QCD has been a recent triumph of the field, driving phenomenology towards one pe…

hep-ph2022

Precision QCD corrections to gluon-initiated diphoton-plus-jet production at the LHC

Ryan Moodie

In this thesis, we present recent advances at the precision frontier of higher-order quantum chromodynamics (QCD) calculations. We consider massless two-loop five-point amplitudes,…

hep-ph2022★ 1 cited

Optimising hadronic collider simulations using amplitude neural networks

Ryan Moodie

Precision phenomenological studies of high-multiplicity scattering processes at collider experiments present a substantial theoretical challenge and are vitally important ingredien…

hep-ph2021★ 45 cited

Next-to-leading order QCD corrections to diphoton-plus-jet production through gluon fusion at the LHC

Simon Badger, Thomas Gehrmann, Matteo Marcoli +1

We compute the next-to-leading order (NLO) QCD corrections to the gluon-fusion subprocess of diphoton-plus-jet production at the LHC. We compute fully differential distributions by…

hep-ph2021★ 59 cited

Optimising simulations for diphoton production at hadron colliders using amplitude neural networks

Joseph Aylett-Bullock, Simon Badger, Ryan Moodie

Machine learning technology has the potential to dramatically optimise event generation and simulations. We continue to investigate the use of neural networks to approximate matrix…

hep-ph2021★ 5 cited

Virtual QCD corrections to gluon-initiated diphoton plus jet production at hadron colliders

Simon Badger, Christian Brønnum-Hansen, Dmitry Chicherin +7

We present an analytic computation of the gluon-initiated contribution to diphoton plus jet production at hadron colliders up to two loops in QCD. We reconstruct the analytic form…

cond-mat.quant-gas2017★ 22 cited

Generalized classes of continuous symmetries in two-mode Dicke models

Ryan I. Moodie, Kyle E. Ballantine, Jonathan Keeling

As recently realized experimentally [Léonard et al., Nature 543, 87 (2017)], one can engineer models with continuous symmetries by coupling two cavity modes to trapped atoms, via a…

cond-mat.mes-hall2017★ 15 cited

Polarization dynamics in a photon BEC

Ryan I. Moodie, Peter Kirton, Jonathan Keeling

It has previously been shown that a dye-filled microcavity can produce a Bose-Einstein condensate of photons. Thermalization of photons is possible via repeated absorption and re-e…