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View article: Quantum convolutional neural networks for jet images classification
Quantum convolutional neural networks for jet images classification Open
Recently, interest in quantum computing has significantly increased, driven by its potential advantages over classical techniques. Quantum machine learning (QML) exemplifies one of the important quantum computing applications that are expe…
View article: Enforcing exact permutation and rotational symmetries in the application of quantum neural networks on point cloud datasets
Enforcing exact permutation and rotational symmetries in the application of quantum neural networks on point cloud datasets Open
Recent developments in the field of quantum machine learning have promoted the idea of incorporating physical symmetries in the structure of quantum circuits. A crucial milestone in this area is the realization of Sn-permutation equivarian…
View article: Quantum Computing for High-Energy Physics: State of the Art and Challenges
Quantum Computing for High-Energy Physics: State of the Art and Challenges Open
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 advantage—namely, a significant (in some cases exponential) speedup …
View article: Enforcing exact permutation and rotational symmetries in the application of quantum neural network on point cloud datasets
Enforcing exact permutation and rotational symmetries in the application of quantum neural network on point cloud datasets Open
Recent developments in the field of quantum machine learning have promoted the idea of incorporating physical symmetries in the structure of quantum circuits. A crucial milestone in this area is the realization of $S_{n}$-permutation equiv…
View article: Real-time dynamics of the Schwinger model via variational quantum algorithms
Real-time dynamics of the Schwinger model via variational quantum algorithms Open
In this article we investigate the real-time dynamics in the $(1+1)$-dimensional $U(1)$ gauge theory called the Schwinger model by using variational quantum algorithms. Specifically, we first prepare the ground state of the Hamiltonian wit…
View article: Quantum data learning for quantum simulations in high-energy physics
Quantum data learning for quantum simulations in high-energy physics Open
Quantum machine learning with parametrised quantum circuits has attracted significant attention over the past years as an early application for the era of noisy quantum processors. However, the possibility of achieving concrete advantages …
View article: Quench dynamics of the Schwinger model via variational quantum algorithms
Quench dynamics of the Schwinger model via variational quantum algorithms Open
We investigate the real-time dynamics of the ($1+1$)-dimensional U(1) gauge theory known as the Schwinger model via variational quantum algorithms. Specifically, we simulate quench dynamics in the presence of an external electric field. Fi…
View article: Quantum data learning for quantum simulations in high-energy physics
Quantum data learning for quantum simulations in high-energy physics Open
Quantum machine learning with parametrised quantum circuits has attracted significant attention over the past years as an early application for the era of noisy quantum processors. However, the possibility of achieving concrete advantages …
View article: Quench dynamics of the Schwinger model via variational quantum algorithms
Quench dynamics of the Schwinger model via variational quantum algorithms Open
We investigate the real-time dynamics of the $(1+1)$-dimensional U(1) gauge theory known as the Schwinger model via variational quantum algorithms. Specifically, we simulate quench dynamics in the presence of an external electric field. Fi…
View article: Quantum Computing for High-Energy Physics: State of the Art and Challenges. Summary of the QC4HEP Working Group
Quantum Computing for High-Energy Physics: State of the Art and Challenges. Summary of the QC4HEP Working Group Open
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 advantage, namely a significant (in some cases exponential) speed-up…
View article: Resolution enhancement of one-dimensional molecular wavefunctions in plane-wave basis via quantum machine learning
Resolution enhancement of one-dimensional molecular wavefunctions in plane-wave basis via quantum machine learning Open
Super-resolution is a machine-learning technique in image processing which generates high-resolution images from low-resolution images. Inspired by this approach, we perform a numerical experiment of quantum machine learning, which takes l…
View article: Classically emulated digital quantum simulation for screening and confinement in the Schwinger model with a topological term
Classically emulated digital quantum simulation for screening and confinement in the Schwinger model with a topological term Open
We perform digital quantum simulation, using a classical simulator, to study screening and confinement in a gauge theory with a topological term, focusing on (1 + 1)-dimensional quantum electrodynamics (Schwinger model) with a theta term. …
View article: A note on commutation relation in conformal field theory
A note on commutation relation in conformal field theory Open
View article: Digital quantum simulation for screening and confinement in gauge theory with a topological term
Digital quantum simulation for screening and confinement in gauge theory with a topological term Open
We perform digital quantum simulation to study screening and confinement in a gauge theory with a topological term, focusing on ($1+1$)-dimensional quantum electrodynamics (Schwinger model) with a theta term. We compute the ground state en…
View article: Janus interface entropy and Calabi’s diastasis in four-dimensional $$ \mathcal{N} $$ = 2 superconformal field theories
Janus interface entropy and Calabi’s diastasis in four-dimensional $$ \mathcal{N} $$ = 2 superconformal field theories Open