Realising and compressing quantum circuits with quantum reservoir computing

Measuring Analytic Gradients of General Quantum Evolution with the Stochastic Parameter Shift Rule

(2021) Leonardo Banchi et al.   Quantum

Creating and concentrating quantum resource states in noisy environments using a quantum neural network

(2021) Tanjung Krisnanda et al.   NEURAL NETWORKS

Physical reservoir computing—an introductory perspective

(2020) Kohei Nakajima   JAPANESE JOURNAL OF APPLIED PHYSICS

Polaritonic Neuromorphic Computing Outperforms Linear Classifiers

(2020) Dario Ballarini et al.   NANO LETTERS

Supervised learning of time-independent Hamiltonians for gate design

(2020) Luca Innocenti et al.   NEW JOURNAL OF PHYSICS

Highly nonlinear trion-polaritons in a monolayer semiconductor

(2020) R. P. A. Emmanuele et al.   Nature Communications

Quantum neuromorphic computing

(2020) Danijela Marković et al.   APPLIED PHYSICS LETTERS

Photonic tensor cores for machine learning

(2020) Mario Miscuglio et al.   Applied Physics Reviews

Reconstructing Quantum States With Quantum Reservoir Networks

(2020) Sanjib Ghosh et al.   IEEE Transactions on Neural Networks and Learning Systems

Deep neural networks for understanding noisy data applied to physical property extraction in scanning probe microscopy

(2019) Nikolay Borodinov et al.   npj Computational Materials

Boosting Computational Power through Spatial Multiplexing in Quantum Reservoir Computing

(2019) Kohei Nakajima et al.   Physical Review Applied

A high-bias, low-variance introduction to Machine Learning for physicists

(2019) Pankaj Mehta et al.   PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS

Recent advances in physical reservoir computing: A review

(2019) Gouhei Tanaka et al.   NEURAL NETWORKS

Quantum hardware simulating four-dimensional inelastic neutron scattering

(2019) A. Chiesa et al.   Nature Physics

Towards polariton blockade of confined exciton–polaritons

(2019) Aymeric Delteil et al.   NATURE MATERIALS

Molecular spins for quantum computation

(2019) A. Gaita-Ariño et al.   Nature Chemistry

Supervised learning with quantum-enhanced feature spaces

(2019) Vojtěch Havlíček et al.   NATURE

Quantum reservoir processing

(2019) Sanjib Ghosh et al.   npj Quantum Information

Evolutionary aspects of reservoir computing

(2019) Luís F. Seoane   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES

Variational Quantum Monte Carlo Method with a Neural-Network Ansatz for Open Quantum Systems

(2019) Alexandra Nagy et al.   PHYSICAL REVIEW LETTERS

Variational Neural-Network Ansatz for Steady States in Open Quantum Systems

(2019) Filippo Vicentini et al.   PHYSICAL REVIEW LETTERS

Neural-Network Approach to Dissipative Quantum Many-Body Dynamics

(2019) Michael J. Hartmann et al.   PHYSICAL REVIEW LETTERS

Coherent microwave-photon-mediated coupling between a semiconductor and a superconducting qubit

(2019) P. Scarlino et al.   Nature Communications

An improved differential evolution algorithm for learning high-fidelity quantum controls

(2019) Xiaodong Yang et al.   Science Bulletin

Quantum convolutional neural networks

(2019) Iris Cong et al.   Nature Physics

Setting the standards for machine learning in biology

(2019) David T. Jones   NATURE REVIEWS MOLECULAR CELL BIOLOGY

Quantum topology identification with deep neural networks and quantum walks

(2019) Yurui Ming et al.   npj Computational Materials

Towards spike-based machine intelligence with neuromorphic computing

(2019) Kaushik Roy et al.   NATURE

Quantum supremacy using a programmable superconducting processor

(2019) Frank Arute et al.   NATURE

A joint deep learning model to recover information and reduce artifacts in missing-wedge sinograms for electron tomography and beyond

(2019) Guanglei Ding et al.   Scientific Reports

Quantum Neuromorphic Platform for Quantum State Preparation

(2019) Sanjib Ghosh et al.   PHYSICAL REVIEW LETTERS

Quantum simulation of strongly correlated condensed matter systems

(2018) W Hofstetter et al.   JOURNAL OF PHYSICS B-ATOMIC MOLECULAR AND OPTICAL PHYSICS

Recurrent Neural Networks for Multivariate Time Series with Missing Values

(2018) Zhengping Che et al.   Scientific Reports

Echo state networks are universal

(2018) Lyudmila Grigoryeva et al.   NEURAL NETWORKS

Observation of the Unconventional Photon Blockade in the Microwave Domain

(2018) Cyril Vaneph et al.   PHYSICAL REVIEW LETTERS

Observation of the Unconventional Photon Blockade

(2018) H. J. Snijders et al.   PHYSICAL REVIEW LETTERS

Cardiologist-level arrhythmia detection and classification in ambulatory electrocardiograms using a deep neural network

(2018) Awni Y. Hannun et al.   NATURE MEDICINE

High-performance medicine: the convergence of human and artificial intelligence

(2018) Eric J. Topol   NATURE MEDICINE

Colloquium : Strongly interacting photons in one-dimensional continuum

(2017) Dibyendu Roy et al.   REVIEWS OF MODERN PHYSICS

Harnessing Disordered-Ensemble Quantum Dynamics for Machine Learning

(2017) Keisuke Fujii et al.   Physical Review Applied

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

Quantum nonlinear optics — photon by photon

(2014) Darrick E. Chang et al.   Nature Photonics

Quantum harmonic oscillator state synthesis by reservoir engineering

(2014) D. Kienzler et al.   SCIENCE

Dissipative production of a maximally entangled steady state of two quantum bits

(2013) Y. Lin et al.   NATURE

Macroscopic quantum computation using Bose-Einstein condensates

(2012) Tim Byrnes et al.   PHYSICAL REVIEW A

Surface codes: Towards practical large-scale quantum computation

(2012) Austin G. Fowler et al.   PHYSICAL REVIEW A

Majorana-like Modes of Light in a One-Dimensional Array of Nonlinear Cavities

(2012) C.-E. Bardyn et al.   PHYSICAL REVIEW LETTERS

Nonequilibrium Dynamics of Coupled Qubit-Cavity Arrays

(2012) Felix Nissen et al.   PHYSICAL REVIEW LETTERS

Fermi-Hubbard Physics with Atoms in an Optical Lattice

(2010) Tilman Esslinger   Annual Review of Condensed Matter Physics

Quantum computation and quantum-state engineering driven by dissipation

(2009) Frank Verstraete et al.   Nature Physics

Fermionized Photons in an Array of Driven Dissipative Nonlinear Cavities

(2009) I. Carusotto et al.   PHYSICAL REVIEW LETTERS