Ising machines as hardware solvers of combinatorial optimization problems

N Mohseni, PL McMahon, T Byrnes - Nature Reviews Physics, 2022 - nature.com
Ising machines are hardware solvers that aim to find the absolute or approximate ground
states of the Ising model. The Ising model is of fundamental computational interest because …

A survey on quantum computing technology

L Gyongyosi, S Imre - Computer Science Review, 2019 - Elsevier
The power of quantum computing technologies is based on the fundamentals of quantum
mechanics, such as quantum superposition, quantum entanglement, or the no-cloning …

Machine learning & artificial intelligence in the quantum domain: a review of recent progress

V Dunjko, HJ Briegel - Reports on Progress in Physics, 2018 - iopscience.iop.org
Quantum information technologies, on the one hand, and intelligent learning systems, on the
other, are both emergent technologies that are likely to have a transformative impact on our …

Quantum machine learning: a classical perspective

C Ciliberto, M Herbster, AD Ialongo… - … of the Royal …, 2018 - royalsocietypublishing.org
Recently, increased computational power and data availability, as well as algorithmic
advances, have led machine learning (ML) techniques to impressive results in regression …

The complexity of NISQ

S Chen, J Cotler, HY Huang, J Li - Nature Communications, 2023 - nature.com
The recent proliferation of NISQ devices has made it imperative to understand their power. In
this work, we define and study the complexity class NISQ, which encapsulates problems that …

Quantum supremacy through the quantum approximate optimization algorithm

E Farhi, AW Harrow - arXiv preprint arXiv:1602.07674, 2016 - arxiv.org
The Quantum Approximate Optimization Algorithm (QAOA) is designed to run on a gate
model quantum computer and has shallow depth. It takes as input a combinatorial …

Qibo: a framework for quantum simulation with hardware acceleration

S Efthymiou, S Ramos-Calderer… - Quantum Science …, 2021 - iopscience.iop.org
We present Qibo, a new open-source software for fast evaluation of quantum circuits and
adiabatic evolution which takes full advantage of hardware accelerators. The growing …

Biology and medicine in the landscape of quantum advantages

BA Cordier, NPD Sawaya… - Journal of the …, 2022 - royalsocietypublishing.org
Quantum computing holds substantial potential for applications in biology and medicine,
spanning from the simulation of biomolecules to machine learning methods for subtyping …

Recent advances for quantum neural networks in generative learning

J Tian, X Sun, Y Du, S Zhao, Q Liu… - … on Pattern Analysis …, 2023 - ieeexplore.ieee.org
Quantum computers are next-generation devices that hold promise to perform calculations
beyond the reach of classical computers. A leading method towards achieving this goal is …

Quantum annealing versus classical machine learning applied to a simplified computational biology problem

RY Li, R Di Felice, R Rohs, DA Lidar - NPJ quantum information, 2018 - nature.com
Transcription factors regulate gene expression, but how these proteins recognize and
specifically bind to their DNA targets is still debated. Machine learning models are effective …