Machine Learning Detection of Bell Nonlocality in Quantum Many-Body Systems

Machine Learning Technique to Find Quantum Many-Body Ground States of Bosons on a Lattice

(2018) Hiroki Saito et al.   JOURNAL OF THE PHYSICAL SOCIETY OF JAPAN

Neural-network quantum state tomography

(2018) Giacomo Torlai et al.   Nature Physics

Solving the Bose–Hubbard Model with Machine Learning

(2017) Hiroki Saito   JOURNAL OF THE PHYSICAL SOCIETY OF JAPAN

Fast automated analysis of strong gravitational lenses with convolutional neural networks

(2017) Yashar D. Hezaveh et al.   NATURE

Observation of a many-body dynamical phase transition with a 53-qubit quantum simulator

(2017) J. Zhang et al.   NATURE

Probing many-body dynamics on a 51-atom quantum simulator

(2017) Hannes Bernien et al.   NATURE

Quantum machine learning

(2017) Jacob Biamonte et al.   NATURE

Learning phase transitions by confusion

(2017) Evert P. L. van Nieuwenburg et al.   Nature Physics

Machine learning phases of matter

(2017) Juan Carrasquilla et al.   Nature Physics

Quantum Loop Topography for Machine Learning

(2017) Yi Zhang et al.   PHYSICAL REVIEW LETTERS

Entanglement and Nonlocality in Infinite 1D Systems

(2017) Zizhu Wang et al.   PHYSICAL REVIEW LETTERS

Neural Decoder for Topological Codes

(2017) Giacomo Torlai et al.   PHYSICAL REVIEW LETTERS

Bell Correlations in a Many-Body System with Finite Statistics

(2017) Sebastian Wagner et al.   PHYSICAL REVIEW LETTERS

Quantum random number generators

(2017) Miguel Herrero-Collantes et al.   REVIEWS OF MODERN PHYSICS

Solving the quantum many-body problem with artificial neural networks

(2017) Giuseppe Carleo et al.   SCIENCE

Efficient representation of quantum many-body states with deep neural networks

(2017) Xun Gao et al.   Nature Communications

Efficient Device-Independent Entanglement Detection for Multipartite Systems

(2017) F. Baccari et al.   Physical Review X

Energy as a Detector of Nonlocality of Many-Body Spin Systems

(2017) J. Tura et al.   Physical Review X

Quantum Entanglement in Neural Network States

(2017) Dong-Ling Deng et al.   Physical Review X

Machine Learning Phases of Strongly Correlated Fermions

(2017) Kelvin Ch’ng et al.   Physical Review X

Machine learning quantum phases of matter beyond the fermion sign problem

(2017) Peter Broecker et al.   Scientific Reports

Restricted Boltzmann machines for the long range Ising models

(2016) Ken-Ichi Aoki et al.   MODERN PHYSICS LETTERS B

A structural approach to relaxation in glassy liquids

(2016) S. S. Schoenholz et al.   Nature Physics

Observation of Gravitational Waves from a Binary Black Hole Merger

(2016) B. P. Abbott et al.   PHYSICAL REVIEW LETTERS

Computing the maximum violation of a Bell inequality is an NP-problem

(2016) J. Batle et al.   Quantum Information Processing

Bell correlations in a Bose-Einstein condensate

(2016) R. Schmied et al.   SCIENCE

Nonlocality in many-body quantum systems detected with two-body correlators

(2015) J. Tura et al.   ANNALS OF PHYSICS

Loophole-free Bell inequality violation using electron spins separated by 1.3 kilometres

(2015) B. Hensen et al.   NATURE

Deep learning

(2015) Yann LeCun et al.   NATURE

Big–deep–smart data in imaging for guiding materials design

(2015) Sergei V. Kalinin et al.   NATURE MATERIALS

Deep learning in neural networks: An overview

(2015) Jürgen Schmidhuber   NEURAL NETWORKS

Entanglement and Nonlocality are Inequivalent for Any Number of Parties

(2015) R. Augusiak et al.   PHYSICAL REVIEW LETTERS

Strong Loophole-Free Test of Local Realism

(2015) Lynden K. Shalm et al.   PHYSICAL REVIEW LETTERS

Significant-Loophole-Free Test of Bell’s Theorem with Entangled Photons

(2015) Marissa Giustina et al.   PHYSICAL REVIEW LETTERS

Machine learning: Trends, perspectives, and prospects

(2015) M. I. Jordan et al.   SCIENCE

Experimental Violation of Multipartite Bell Inequalities with Trapped Ions

(2014) B. P. Lanyon et al.   PHYSICAL REVIEW LETTERS

Fully Device-Independent Quantum Key Distribution

(2014) Umesh Vazirani et al.   PHYSICAL REVIEW LETTERS

Bell nonlocality

(2014) Nicolas Brunner et al.   REVIEWS OF MODERN PHYSICS

Detecting nonlocality in many-body quantum states

(2014) J. Tura et al.   SCIENCE

Bell violation using entangled photons without the fair-sampling assumption

(2013) Marissa Giustina et al.   NATURE

Security of practical private randomness generation

(2013) Stefano Pironio et al.   PHYSICAL REVIEW A

Fault-tolerant quantum random-number generator certified by Majorana fermions

(2013) Dong-Ling Deng et al.   PHYSICAL REVIEW A

Application of machine learning algorithms to the study of noise artifacts in gravitational-wave data

(2013) Rahul Biswas et al.   PHYSICAL REVIEW D

Experimental Distillation of Quantum Nonlocality

(2013) C. Zu et al.   PHYSICAL REVIEW LETTERS

Noise Spectroscopy Using Correlations of Single-Shot Qubit Readout

(2013) T. Fink et al.   PHYSICAL REVIEW LETTERS

Detection-Loophole-Free Test of Quantum Nonlocality, and Applications

(2013) B. G. Christensen et al.   PHYSICAL REVIEW LETTERS

Charge Noise Spectroscopy Using Coherent Exchange Oscillations in a Singlet-Triplet Qubit

(2013) O. E. Dial et al.   PHYSICAL REVIEW LETTERS

Demonstration of entanglement-by-measurement of solid-state qubits

(2012) Wolfgang Pfaff et al.   Nature Physics

Scaling of Dynamical Decoupling for Spin Qubits

(2012) J. Medford et al.   PHYSICAL REVIEW LETTERS

Heralded Entanglement Between Widely Separated Atoms

(2012) J. Hofmann et al.   SCIENCE

The density-matrix renormalization group in the age of matrix product states

(2010) Ulrich Schollwöck   ANNALS OF PHYSICS

Random numbers certified by Bell’s theorem

(2010) S. Pironio et al.   NATURE

Violation of Bell's inequality in Josephson phase qubits

(2009) Markus Ansmann et al.   NATURE

Matrix product states, projected entangled pair states, and variational renormalization group methods for quantum spin systems

(2008) F. Verstraete et al.   ADVANCES IN PHYSICS

Representational Power of Restricted Boltzmann Machines and Deep Belief Networks

(2008) Nicolas Le Roux et al.   NEURAL COMPUTATION

Class of Quantum Many-Body States That Can Be Efficiently Simulated

(2008) G. Vidal   PHYSICAL REVIEW LETTERS

Entanglement in many-body systems

(2008) Luigi Amico et al.   REVIEWS OF MODERN PHYSICS