A quantum algorithm to train neural networks using low-depth circuits

Jacob Biamonte , Guillaume Verdon , Michael Broughton
arXiv: Quantum Physics

86
2017
A Universal Training Algorithm for Quantum Deep Learning

Jason Pye , Guillaume Verdon , Michael Broughton
Bulletin of the American Physical Society 2019

90
2019
Learning to learn with quantum neural networks via classical neural networks

Ryan Babbush , Hartmut Neven , Jarrod Ryan McClean , Masoud Mohseni
arXiv: Quantum Physics

134
2019
Quantum Hamiltonian-Based Models and the Variational Quantum Thermalizer Algorithm

Stefan Leichenauer , Jacob Marks , Guillaume Verdon , Jack Hidary
arXiv: Quantum Physics

61
2019
TensorFlow Quantum: A Software Framework for Quantum Machine Learning

Michael Broughton , Guillaume Verdon , Trevor McCourt , Antonio J Martinez
arXiv: Quantum Physics

254
2020
Group-invariant quantum machine learning

Martín Larocca , Frédéric Sauvage , Faris M Sbahi , Guillaume Verdon
PRX Quantum 3 ( 3) 030341

30
2022
Challenges and opportunities in quantum machine learning

Marco Cerezo , Guillaume Verdon , Hsin-Yuan Huang , Lukasz Cincio
Nature Computational Science 2 ( 9) 567 -576

22
2022
Provably efficient variational generative modeling of quantum many-body systems via quantum-probabilistic information geometry

Faris M Sbahi , Antonio J Martinez , Sahil Patel , Dmitri Saberi
arXiv preprint arXiv:2206.04663

2022
Quantum hamiltonian-based models and the variational quantum thermalizer algorithm (2019)

Guillaume Verdon , Jacob Marks , Sasha Nanda , Stefan Leichenauer
arXiv preprint arXiv:1910.02071 25

18
1910
Quantum Graph Neural Networks

Guillaume Verdon , Trevor McCourt , Enxhell Luzhnica , Vikash Singh
arXiv preprint arXiv:1909.12264

2019
A semi-agnostic ansatz with variable structure for quantum machine learning

M Bilkis , Marco Cerezo , Guillaume Verdon , Patrick J Coles
arXiv preprint arXiv:2103.06712

55
2021
Tensorflow quantum: a software framework for quantum machine learning. 2020

Michael Broughton , Guillaume Verdon , Trevor McCourt , Antonio J Martinez
arXiv preprint arXiv:2003.02989

43
2003
A quantum approximate optimization algorithm for continuous problems

Guillaume Verdon , Juan Miguel Arrazola , Kamil Brádler , Nathan Killoran
arXiv preprint arXiv:1902.00409

36
2019
A quantum algorithm to train neural networks using low-depth circuits (2017)

Guillaume Verdon , Michael Broughton , Jacob Biamonte
arXiv preprint arXiv:1712.05304

10
2017
A semi-agnostic ansatz with variable structure for variational quantum algorithms

Matias Bilkis , Marco Cerezo , Guillaume Verdon , Patrick J Coles
Quantum Machine Intelligence 5 ( 2) 43 -43

3
2023
Quantum Dynamical Hamiltonian Monte Carlo

Owen Lockwood , Peter Weiss , Filip Aronshtein , Guillaume Verdon
arXiv preprint arXiv:2403.01775

1
2024
Generative Modelling of Quantum Processes via Quantum-Probabilistic Information Geometry

Sahil Patel , Faris Sbahi , Antonio Martinez , Dmitri Saberi

2022
Asymptotically limitless quantum energy teleportation via qudit probes

Guillaume Verdon-Akzam , Eduardo Martin-Martinez , Achim Kempf
Phys. Rev. A 93 ( 2) 022308 -022308

15
2016