Variational Quantum Singular Value Decomposition

Hybrid Quantum-Classical Algorithms and Quantum Error Mitigation

(2021) Suguru Endo et al.   JOURNAL OF THE PHYSICAL SOCIETY OF JAPAN

Structure optimization for parameterized quantum circuits

(2021) Mateusz Ostaszewski et al.   Quantum

Cost function dependent barren plateaus in shallow parametrized quantum circuits

(2021) M. Cerezo et al.   Nature Communications

Noise-Assisted Quantum Autoencoder

(2021) Chenfeng Cao et al.   Physical Review Applied

Noise Resilience of Variational Quantum Compiling

(2020) Kunal Sharma et al.   NEW JOURNAL OF PHYSICS

Training deep quantum neural networks

(2020) Kerstin Beer et al.   Nature Communications

Quantum Autoencoders to Denoise Quantum Data

(2020) Dmytro Bondarenko et al.   PHYSICAL REVIEW LETTERS

Improving Variational Quantum Optimization using CVaR

(2020) Panagiotis Kl. Barkoutsos et al.   Quantum

Quantum Algorithms for Systems of Linear Equations Inspired by Adiabatic Quantum Computing

(2019) Yiğit Subaşı et al.   PHYSICAL REVIEW LETTERS

Error mitigation extends the computational reach of a noisy quantum processor

(2019) Abhinav Kandala et al.   NATURE

Error-Mitigated Digital Quantum Simulation

(2019) Sam McArdle et al.   PHYSICAL REVIEW LETTERS

Variational quantum state diagonalization

(2019) Ryan LaRose et al.   npj Quantum Information

Quantum convolutional neural networks

(2019) Iris Cong et al.   Nature Physics

Variational Thermal Quantum Simulation via Thermofield Double States

(2019) Jingxiang Wu et al.   PHYSICAL REVIEW LETTERS

Parameterized quantum circuits as machine learning models

(2019) Marcello Benedetti et al.   Quantum Science and Technology

Quantum Linear System Algorithm for Dense Matrices

(2018) Leonard Wossnig et al.   PHYSICAL REVIEW LETTERS

Quantum machine learning: a classical perspective

(2018) Carlo Ciliberto et al.   PROCEEDINGS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

Barren plateaus in quantum neural network training landscapes

(2018) Jarrod R. McClean et al.   Nature Communications

Hardware-efficient variational quantum eigensolver for small molecules and quantum magnets

(2017) Abhinav Kandala et al.   NATURE

Quantum machine learning

(2017) Jacob Biamonte et al.   NATURE

Error Mitigation for Short-Depth Quantum Circuits

(2017) Kristan Temme et al.   PHYSICAL REVIEW LETTERS

Quantum Algorithm for Systems of Linear Equations with Exponentially Improved Dependence on Precision

(2017) Andrew M. Childs et al.   SIAM JOURNAL ON COMPUTING

The theory of variational hybrid quantum-classical algorithms

(2016) Jarrod R McClean et al.   NEW JOURNAL OF PHYSICS

A variational eigenvalue solver on a photonic quantum processor

(2014) Alberto Peruzzo et al.   Nature Communications

Preconditioned Quantum Linear System Algorithm

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

Matrix Factorization Techniques for Recommender Systems

(2009) Yehuda Koren et al.   COMPUTER

Quantum Algorithm for Linear Systems of Equations

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

Tensor Decompositions and Applications

(2009) Tamara G. Kolda et al.   SIAM REVIEW

A Polynomial Quantum Algorithm for Approximating the Jones Polynomial

(2008) Dorit Aharonov et al.   ALGORITHMICA