Quantum computing for high-energy physics: State of the art and challenges

A Di Meglio, K Jansen, I Tavernelli, C Alexandrou… - PRX Quantum, 2024 - APS
Quantum computers offer an intriguing path for a paradigmatic change of computing in the
natural sciences and beyond, with the potential for achieving a so-called quantum …

Quantum machine learning revolution in healthcare: a systematic review of emerging perspectives and applications

U Ullah, B Garcia-Zapirain - IEEE Access, 2024 - ieeexplore.ieee.org
Quantum computing (QC) stands apart from traditional computing systems by employing
revolutionary techniques for processing information. It leverages the power of quantum bits …

Quantum simulations of hadron dynamics in the Schwinger model using 112 qubits

RC Farrell, M Illa, AN Ciavarella, MJ Savage - Physical Review D, 2024 - APS
Hadron wave packets are prepared and time evolved in the Schwinger model using 112
qubits of IBM's 133-qubit Heron quantum computer ibm_torino. The initialization of the …

Quantum convolutional neural networks are (effectively) classically simulable

P Bermejo, P Braccia, MS Rudolph, Z Holmes… - arXiv preprint arXiv …, 2024 - arxiv.org
Quantum Convolutional Neural Networks (QCNNs) are widely regarded as a promising
model for Quantum Machine Learning (QML). In this work we tie their heuristic success to …

Qu8its for quantum simulations of lattice quantum chromodynamics

M Illa, CEP Robin, MJ Savage - Physical Review D, 2024 - APS
We explore the utility of d= 8 qudits, qu8its, for quantum simulations of the dynamics of 1+ 1
D SU (3) lattice quantum chromodynamics, including a mapping for arbitrary number of …

Quantum machine learning applications in the biomedical domain: A systematic review

D Maheshwari, B Garcia-Zapirain, D Sierra-Sosa - Ieee Access, 2022 - ieeexplore.ieee.org
Quantum technologies have become powerful tools for a wide range of application
disciplines, which tend to range from chemistry to agriculture, natural language processing …

Unravelling physics beyond the standard model with classical and quantum anomaly detection

J Schuhmacher, L Boggia, V Belis… - Machine Learning …, 2023 - iopscience.iop.org
Much hope for finding new physics phenomena at microscopic scale relies on the
observations obtained from High Energy Physics experiments, like the ones performed at …

Quantum clustering and jet reconstruction at the LHC

JJ Martinez de Lejarza, L Cieri, G Rodrigo - Physical Review D, 2022 - APS
Clustering is one of the most frequent problems in many domains, in particular, in particle
physics where jet reconstruction is central in experimental analyses. Jet clustering at the …

Dynamical quantum phase transitions of the Schwinger model: real-time dynamics on IBM Quantum

D Pomarico, L Cosmai, P Facchi, C Lupo, S Pascazio… - Entropy, 2023 - mdpi.com
Simulating the real-time dynamics of gauge theories represents a paradigmatic use case to
test the hardware capabilities of a quantum computer, since it can involve non-trivial input …

Quantum simulation of colour in perturbative quantum chromodynamics

H Chawdhry, M Pellen - SciPost Physics, 2023 - scipost.org
Quantum computers are expected to give major speed-ups for the simulation of quantum
systems. In this work, we present quantum gates that simulate the colour part of the …