Quantum machine learning

Machine learning phases of matter

(2017) Juan Carrasquilla et al.   Nature Physics

Quantum Machine Learning over Infinite Dimensions

(2017) Hoi-Kwan Lau et al.   PHYSICAL REVIEW LETTERS

Inductive Supervised Quantum Learning

(2017) Alex Monràs et al.   PHYSICAL REVIEW LETTERS

Concrete resource analysis of the quantum linear-system algorithm used to compute the electromagnetic scattering cross section of a 2D target

(2017) Artur Scherer et al.   Quantum Information Processing

Solving the quantum many-body problem with artificial neural networks

(2017) Giuseppe Carleo et al.   SCIENCE

Prediction and real-time compensation of qubit decoherence via machine learning

(2017) Sandeep Mavadia et al.   Nature Communications

Quantum Enhanced Inference in Markov Logic Networks

(2017) Peter Wittek et al.   Scientific Reports

Basic protocols in quantum reinforcement learning with superconducting circuits

(2017) Lucas Lamata   Scientific Reports

Adiabatic and Hamiltonian computing on a 2D lattice with simple two-qubit interactions

(2016) Seth Lloyd et al.   NEW JOURNAL OF PHYSICS

Quantum Change Point

(2016) Gael Sentís et al.   PHYSICAL REVIEW LETTERS

Genetic Algorithms for Digital Quantum Simulations

(2016) U. Las Heras et al.   PHYSICAL REVIEW LETTERS

Quantum-Enhanced Machine Learning

(2016) Vedran Dunjko et al.   PHYSICAL REVIEW LETTERS

Quantum algorithms for topological and geometric analysis of data

(2016) Seth Lloyd et al.   Nature Communications

Designing High-Fidelity Single-Shot Three-Qubit Gates: A Machine-Learning Approach

(2016) Ehsan Zahedinejad et al.   Physical Review Applied

Quantum gate learning in qubit networks: Toffoli gate without time-dependent control

(2016) Leonardo Banchi et al.   npj Quantum Information

Bayesian network structure learning using quantum annealing

(2015) B. O’Gorman et al.   European Physical Journal-Special Topics

Deep learning

(2015) Yann LeCun et al.   NATURE

Read the fine print

(2015) Scott Aaronson   Nature Physics

On the robustness of bucket brigade quantum RAM

(2015) Srinivasan Arunachalam et al.   NEW JOURNAL OF PHYSICS

Quantum bootstrapping via compressed quantum Hamiltonian learning

(2015) Nathan Wiebe et al.   NEW JOURNAL OF PHYSICS

Quantum-enhanced deliberation of learning agents using trapped ions

(2015) V Dunjko et al.   NEW JOURNAL OF PHYSICS

High-Fidelity Single-Shot Toffoli Gate via Quantum Control

(2015) Ehsan Zahedinejad et al.   PHYSICAL REVIEW LETTERS

Entanglement-Based Machine Learning on a Quantum Computer

(2015) X.-D. Cai et al.   PHYSICAL REVIEW LETTERS

Experimental Realization of a Quantum Support Vector Machine

(2015) Zhaokai Li et al.   PHYSICAL REVIEW LETTERS

Adaptive quantum computation in changing environments using projective simulation

(2015) M. Tiersch et al.   Scientific Reports

A coherent perceptron for all-optical learning

(2015) Nikolas Tezak et al.   EPJ Quantum Technology

Quantum learning of coherent states

(2015) Gael Sentís et al.   EPJ Quantum Technology

An introduction to quantum machine learning

(2014) Maria Schuld et al.   CONTEMPORARY PHYSICS

Quantum principal component analysis

(2014) Seth Lloyd et al.   Nature Physics

Quantum inference on Bayesian networks

(2014) Guang Hao Low et al.   PHYSICAL REVIEW A

Hamiltonian Learning and Certification Using Quantum Resources

(2014) Nathan Wiebe et al.   PHYSICAL REVIEW LETTERS

Quantum Support Vector Machine for Big Data Classification

(2014) Patrick Rebentrost et al.   PHYSICAL REVIEW LETTERS

Defining and detecting quantum speedup

(2014) T. F. Ronnow et al.   SCIENCE

High-fidelity spin entanglement using optimal control

(2014) Florian Dolde et al.   Nature Communications

Preconditioned Quantum Linear System Algorithm

(2013) B. D. Clader et al.   PHYSICAL REVIEW LETTERS

Differential Evolution for Many-Particle Adaptive Quantum Metrology

(2013) Neil B. Lovett et al.   PHYSICAL REVIEW LETTERS

Parallel photonic information processing at gigabyte per second data rates using transient states

(2013) Daniel Brunner et al.   Nature Communications

Ground-state spin logic

(2012) J. D. Whitfield et al.   EPL

Robust online Hamiltonian learning

(2012) Christopher E Granade et al.   NEW JOURNAL OF PHYSICS

Quantum Algorithm for Data Fitting

(2012) Nathan Wiebe et al.   PHYSICAL REVIEW LETTERS

A quantum-quantum Metropolis algorithm

(2012) M.-H. Yung et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Quantum learning without quantum memory

(2012) G. Sentís et al.   Scientific Reports

Quantum Metropolis sampling

(2011) K. Temme et al.   NATURE

Quantum learning algorithms for quantum measurements

(2011) Alessandro Bisio et al.   PHYSICS LETTERS A

Investigating the performance of an adiabatic quantum optimization processor

(2011) Kamran Karimi et al.   Quantum Information Processing

Optimal quantum learning of a unitary transformation

(2010) Alessandro Bisio et al.   PHYSICAL REVIEW A

Machine Learning for Precise Quantum Measurement

(2010) Alexander Hentschel et al.   PHYSICAL REVIEW LETTERS

Quantum Algorithm for Linear Systems of Equations

(2009) Aram W. Harrow et al.   PHYSICAL REVIEW LETTERS

Realizable Hamiltonians for universal adiabatic quantum computers

(2008) Jacob D. Biamonte et al.   PHYSICAL REVIEW A

Quantum Random Access Memory

(2008) Vittorio Giovannetti et al.   PHYSICAL REVIEW LETTERS