Articles by Gert Aarts

The curvature of the pseudo-critical line in the QCD phase diagram from mesonic lattice correlation functions

30 December 2024 by Antonio Smecca and others

Random Matrix Theory for Stochastic Gradient Descent

29 December 2024 by Chanju Park and others

High Energy Physics, Disordered Systems and Neural Networks

Diffusion models and stochastic quantisation in lattice field theory

18 December 2024 by Gert Aarts and others

High Energy Physics, Disordered Systems and Neural Networks

Stochastic weight matrix dynamics during learning and Dyson Brownian motion

17 December 2024 by Gert Aarts and others

Disordered Systems and Neural Networks, Machine Learning

Diffusion models learn distributions generated by complex Langevin dynamics

2 December 2024 by Diaa Habibi and others

Thermal lattice QCD results from the FASTSUM collaboration

24 November 2024 by Chris Allton and others

Dyson Brownian motion and random matrix dynamics of weight matrices during learning

20 November 2024 by Gert Aarts and others at

Swansea University

Disordered Systems and Neural Networks, High Energy Physics

Towards quantum computing Feynman diagrams in hybrid qubit-oscillator devices

7 November 2024 by Santiago Varona and others

Quantum Physics, Quantum Gases

On learning higher-order cumulants in diffusion models

28 October 2024 by Gert Aarts and others

High Energy Physics, Disordered Systems and Neural Networks

Diffusion models for lattice gauge field simulations

25 October 2024 by Qianteng Zhu and others at

RIKEN

Diffusion Models as Stochastic Quantization in Lattice Field Theory

9 May 2024 by Lingxiao Wang and others

Non-zero temperature study of spin 1/2 charmed baryons using lattice gauge theory

20 March 2024 by Gert Aarts and others

Scalar field Restricted Boltzmann Machine as an ultraviolet regulator

1 March 2024 by Gert Aarts and others

High Energy Physics, Disordered Systems and Neural Networks

Reconstructed (charm) baryon methods at finite temperature on anisotropic lattices

6 December 2023 by Ryan Bignell and others

Generative Diffusion Models for Lattice Field Theory

6 November 2023 by Lingxiao Wang and others at

Swansea University

Phase Transitions in Particle Physics -- Results and Perspectives from Lattice Quantum Chromo-Dynamics

11 July 2023 by Gert Aarts and others at

Swansea University

Recent Results from the FASTSUM Collaboration

24 January 2023 by Chris Allton and others

Charm baryons at finite temperature on anisotropic lattices

19 December 2022 by Ryan Bignell and others

Hadrons at high temperature: an update from the FASTSUM collaboration

24 November 2022 by Jon-Ivar Skullerud and others

Lattice QCD at finite temperature: some aspects related to chiral symmetry

13 October 2022 by Gert Aarts

Open charm mesons at nonzero temperature: results in the hadronic phase from lattice QCD

29 September 2022 by Gert Aarts and others

Quantum field theories, Markov random fields and machine learning

29 March 2022 by Dimitrios Bachtis and others

Machine Learning, Disordered Systems and Neural Networks

Inverse Renormalization Group in Quantum Field Theory

23 February 2022 by Dimitrios Bachtis and others

High Energy Physics, Statistical Mechanics

Applications of Machine Learning to Lattice Quantum Field Theory

10 February 2022 by Denis Boyda and others

Towards a Shapley Value Graph Framework for Medical peer-influence

8 February 2022 by Jamie Duell and others

Artificial Intelligence

Spectral reconstruction in NRQCD via the Backus-Gilbert method

21 December 2021 by Benjamin Page and others

Bottomonium spectral widths at nonzero temperature using maximum likelihood

15 December 2021 by Thomas Spriggs and others

A comparison of spectral reconstruction methods applied to non-zero temperature NRQCD meson correlation functions

8 December 2021 by Thomas Spriggs and others

Reconstruction of bottomonium spectral functions in thermal QCD using Kernel Ridge Regression

3 December 2021 by Sam Offler and others