Integrating Neural Networks with a Quantum Simulator for State Reconstruction

Classifying snapshots of the doped Hubbard model with machine learning

(2019) Annabelle Bohrdt et al.   Nature Physics

Identifying quantum phase transitions using artificial neural networks on experimental data

(2019) Benno S. Rem et al.   Nature Physics

Neural-network quantum state tomography

(2018) Giacomo Torlai et al.   Nature Physics

Latent Space Purification via Neural Density Operators

(2018) Giacomo Torlai et al.   PHYSICAL REVIEW LETTERS

Probing the Quench Dynamics of Antiferromagnetic Correlations in a 2D Quantum Ising Spin System

(2018) Elmer Guardado-Sanchez et al.   Physical Review X

Neural-Network Quantum States, String-Bond States, and Chiral Topological States

(2018) Ivan Glasser et al.   Physical Review X

Machine learning assisted readout of trapped-ion qubits

(2018) Alireza Seif et al.   JOURNAL OF PHYSICS B-ATOMIC MOLECULAR AND OPTICAL PHYSICS

Synthetic three-dimensional atomic structures assembled atom by atom

(2018) Daniel Barredo et al.   NATURE

High-Fidelity Control and Entanglement of Rydberg-Atom Qubits

(2018) Harry Levine et al.   PHYSICAL REVIEW LETTERS

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

(2017) Hannes Bernien et al.   NATURE

Efficient tomography of a quantum many-body system

(2017) B. P. Lanyon et al.   Nature Physics

Solving the quantum many-body problem with artificial neural networks

(2017) Giuseppe Carleo et al.   SCIENCE

Experimental quantum compressed sensing for a seven-qubit system

(2017) C. A. Riofrío et al.   Nature Communications

Quantum Entanglement in Neural Network States

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

Coherent Many-Body Spin Dynamics in a Long-Range Interacting Ising Chain

(2017) Johannes Zeiher et al.   Physical Review X

Tunable two-dimensional arrays of single Rydberg atoms for realizing quantum Ising models

(2016) Henning Labuhn et al.   NATURE

Many-body interferometry of a Rydberg-dressed spin lattice

(2016) Johannes Zeiher et al.   Nature Physics

Site-resolved imaging of a fermionic Mott insulator

(2016) D. Greif et al.   SCIENCE

Atom-by-atom assembly of defect-free one-dimensional cold atom arrays

(2016) Manuel Endres et al.   SCIENCE

Quantum thermalization through entanglement in an isolated many-body system

(2016) A. M. Kaufman et al.   SCIENCE

Measuring entanglement entropy in a quantum many-body system

(2015) Rajibul Islam et al.   NATURE

Deep learning

(2015) Yann LeCun et al.   NATURE

Practical variational tomography for critical one-dimensional systems

(2015) Jong Yeon Lee et al.   PHYSICAL REVIEW A

Entanglement and the sign structure of quantum states

(2015) Tarun Grover et al.   PHYSICAL REVIEW A

Quantum-Gas Microscope for Fermionic Atoms

(2015) Lawrence W. Cheuk et al.   PHYSICAL REVIEW LETTERS

Crystallization in Ising quantum magnets

(2015) P. Schauss et al.   SCIENCE

Focus on quantum tomography

(2013) K Banaszek et al.   NEW JOURNAL OF PHYSICS

QuTiP 2: A Python framework for the dynamics of open quantum systems

(2012) J.R. Johansson et al.   COMPUTER PHYSICS COMMUNICATIONS

Adiabatic formation of Rydberg crystals with chirped laser pulses

(2011) R M W van Bijnen et al.   JOURNAL OF PHYSICS B-ATOMIC MOLECULAR AND OPTICAL PHYSICS

Single-spin addressing in an atomic Mott insulator

(2011) Christof Weitenberg et al.   NATURE

Dislocation-mediated melting of one-dimensional Rydberg crystals

(2011) Eran Sela et al.   PHYSICAL REVIEW B

Entanglement Entropy of Critical Spin Liquids

(2011) Yi Zhang et al.   PHYSICAL REVIEW LETTERS

Two-Stage Melting in Systems of Strongly Interacting Rydberg Atoms

(2010) Hendrik Weimer et al.   PHYSICAL REVIEW LETTERS

Dynamical Crystallization in the Dipole Blockade of Ultracold Atoms

(2010) T. Pohl et al.   PHYSICAL REVIEW LETTERS

Permutationally Invariant Quantum Tomography

(2010) G. Tóth et al.   PHYSICAL REVIEW LETTERS

Measuring Renyi Entanglement Entropy in Quantum Monte Carlo Simulations

(2010) Matthew B. Hastings et al.   PHYSICAL REVIEW LETTERS

Efficient quantum state tomography

(2010) Marcus Cramer et al.   Nature Communications

A quantum gas microscope for detecting single atoms in a Hubbard-regime optical lattice

(2009) Waseem S. Bakr et al.   NATURE

Representational Power of Restricted Boltzmann Machines and Deep Belief Networks

(2008) Nicolas Le Roux et al.   NEURAL COMPUTATION