Search Results for author: Chia Cheng Chang

Found 10 papers, 7 papers with code

Prediction and compression of lattice QCD data using machine learning algorithms on quantum annealer

no code implementations3 Dec 2021 Boram Yoon, Chia Cheng Chang, Garrett T. Kenyon, Nga T. T. Nguyen, Ermal Rrapaj

In the compression algorithm, we define a mapping from lattice QCD data of floating-point numbers to the binary coefficients that closely reconstruct the input data from a set of basis vectors.

BIG-bench Machine Learning regression

Lossy compression of statistical data using quantum annealer

no code implementations5 Oct 2021 Boram Yoon, Nga T. T. Nguyen, Chia Cheng Chang, Ermal Rrapaj

We present a new lossy compression algorithm for statistical floating-point data through a representation learning with binary variables.

Representation Learning

Two-nucleon S-wave interactions at the $SU(3)$ flavor-symmetric point with $m_{ud}\simeq m_s^{\rm phys}$: a first lattice QCD calculation with the stochastic Laplacian Heaviside method

1 code implementation24 Sep 2020 Ben Hörz, Dean Howarth, Enrico Rinaldi, Andrew Hanlon, Chia Cheng Chang, Christopher Körber, Evan Berkowitz, John Bulava, M. A. Clark, Wayne Tai Lee, Colin Morningstar, Amy Nicholson, Pavlos Vranas, André Walker-Loud

We report on the first application of the stochastic Laplacian Heaviside method for computing multi-particle interactions with lattice QCD to the two-nucleon system.

High Energy Physics - Lattice High Energy Physics - Phenomenology Nuclear Experiment Nuclear Theory

$F_K / F_π$ from Möbius domain-wall fermions solved on gradient-flowed HISQ ensembles

1 code implementation10 May 2020 Nolan Miller, Henry Monge-Camacho, Chia Cheng Chang, Ben Hörz, Enrico Rinaldi, Dean Howarth, Evan Berkowitz, David A. Brantley, Arjun Singh Gambhir, Christopher Körber, Christopher J. Monahan, M. A. Clark, Bálint Joó, Thorsten Kurth, Amy Nicholson, Kostas Orginos, Pavlos Vranas, André Walker-Loud

We report the results of a lattice quantum chromodynamics calculation of $F_K/F_\pi$ using M\"{o}bius domain-wall fermions computed on gradient-flowed $N_f=2+1+1$ highly-improved staggered quark (HISQ) ensembles.

High Energy Physics - Lattice High Energy Physics - Experiment High Energy Physics - Phenomenology Nuclear Theory

EspressoDB: A scientific database for managing high-performance computing workflow

2 code implementations8 Dec 2019 Chia Cheng Chang, Christopher Körber, André Walker-Loud

Leadership computing facilities around the world support cutting-edge scientific research across a broad spectrum of disciplines including understanding climate change, combating opioid addiction, or simulating the decay of a neutron.

High Energy Physics - Lattice Nuclear Theory Computational Physics

Simulating the weak death of the neutron in a femtoscale universe with near-Exascale computing

1 code implementation3 Oct 2018 Evan Berkowitz, M. A. Clark, Arjun Gambhir, Ken McElvain, Amy Nicholson, Enrico Rinaldi, Pavlos Vranas, André Walker-Loud, Chia Cheng Chang, Bálint Joó, Thorsten Kurth, Kostas Orginos

The fundamental particle theory called Quantum Chromodynamics (QCD) dictates everything about protons and neutrons, from their intrinsic properties to interactions that bind them into atomic nuclei.

High Energy Physics - Lattice Distributed, Parallel, and Cluster Computing Nuclear Theory Computational Physics C.1.4; D.1.3

A percent-level determination of the nucleon axial coupling from Quantum Chromodynamics

2 code implementations30 May 2018 Chia Cheng Chang, Amy Nicholson, Enrico Rinaldi, Evan Berkowitz, Nicolas Garron, David A. Brantley, Henry Monge-Camacho, Christopher J. Monahan, Chris Bouchard, M. A. Clark, Bálint Joó, Thorsten Kurth, Kostas Orginos, Pavlos Vranas, André Walker-Loud

The $\textit{axial coupling of the nucleon}$, $g_A$, is the strength of its coupling to the $\textit{weak}$ axial current of the Standard Model of particle physics, in much the same way as the electric charge is the strength of the coupling to the electromagnetic current.

High Energy Physics - Lattice High Energy Physics - Experiment High Energy Physics - Phenomenology Nuclear Experiment Nuclear Theory

Möbius domain-wall fermions on gradient-flowed dynamical HISQ ensembles

2 code implementations26 Jan 2017 Evan Berkowitz, Chris Bouchard, Chia Cheng Chang, M. A. Clark, Balint Joo, Thorsten Kurth, Christopher Monahan, Amy Nicholson, Kostas Orginos, Enrico Rinaldi, Pavlos Vranas, Andre Walker-Loud

We report on salient features of a mixed lattice QCD action using valence M\"{o}bius domain-wall fermions solved on the dynamical $N_f=2+1+1$ HISQ ensembles generated by the MILC Collaboration.

High Energy Physics - Lattice High Energy Physics - Phenomenology Nuclear Theory

On the Feynman-Hellmann Theorem in Quantum Field Theory and the Calculation of Matrix Elements

no code implementations21 Dec 2016 Chris Bouchard, Chia Cheng Chang, Thorsten Kurth, Kostas Orginos, Andre Walker-Loud

The Feynman-Hellmann theorem can be derived from the long Euclidean-time limit of correlation functions determined with functional derivatives of the partition function.

High Energy Physics - Lattice High Energy Physics - Phenomenology Nuclear Theory

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