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2020 – today
- 2023
[j2]M. Bilkis, Marco Cerezo, Guillaume Verdon, Patrick J. Coles, Lukasz Cincio:
A semi-agnostic ansatz with variable structure for variational quantum algorithms. Quantum Mach. Intell. 5(2): 43 (2023)- [i8]Marco Cerezo, Guillaume Verdon, Hsin-Yuan Huang, Lukasz Cincio, Patrick J. Coles:
Challenges and Opportunities in Quantum Machine Learning. CoRR abs/2303.09491 (2023) - 2022
- [j1]Marco Cerezo
, Guillaume Verdon, Hsin-Yuan Huang, Lukasz Cincio, Patrick J. Coles:
Challenges and opportunities in quantum machine learning. Nat. Comput. Sci. 2(9): 567-576 (2022) - [i7]Martin Larocca, Frederic Sauvage, Faris M. Sbahi, Guillaume Verdon, Patrick J. Coles, Marco Cerezo:
Group-Invariant Quantum Machine Learning. CoRR abs/2205.02261 (2022) - [i6]Faris M. Sbahi, Antonio J. Martinez, Sahil Patel, Dmitri Saberi, Jae Hyeon Yoo, Geoffrey Roeder, Guillaume Verdon:
Provably efficient variational generative modeling of quantum many-body systems via quantum-probabilistic information geometry. CoRR abs/2206.04663 (2022) - 2021
- [i5]M. Bilkis, Marco Cerezo, Guillaume Verdon, Patrick J. Coles, Lukasz Cincio:
A semi-agnostic ansatz with variable structure for quantum machine learning. CoRR abs/2103.06712 (2021) - 2020
- [i4]Michael Broughton, Guillaume Verdon, Trevor McCourt, Antonio J. Martinez, Jae Hyeon Yoo, Sergei V. Isakov, Philip Massey, Murphy Yuezhen Niu, Ramin Halavati, Evan Peters, Martin Leib, Andrea Skolik, Michael Streif, David Von Dollen, Jarrod R. McClean, Sergio Boixo, Dave Bacon, Alan K. Ho, Hartmut Neven, Masoud Mohseni:
TensorFlow Quantum: A Software Framework for Quantum Machine Learning. CoRR abs/2003.02989 (2020)
2010 – 2019
- 2019
- [i3]Guillaume Verdon, Michael Broughton, Jarrod R. McClean, Kevin J. Sung, Ryan Babbush, Zhang Jiang, Hartmut Neven, Masoud Mohseni:
Learning to learn with quantum neural networks via classical neural networks. CoRR abs/1907.05415 (2019) - [i2]Guillaume Verdon, Trevor McCourt, Enxhell Luzhnica, Vikash Singh, Stefan Leichenauer, Jack Hidary:
Quantum Graph Neural Networks. CoRR abs/1909.12264 (2019) - [i1]Guillaume Verdon, Jacob Marks, Sasha Nanda, Stefan Leichenauer, Jack Hidary:
Quantum Hamiltonian-Based Models and the Variational Quantum Thermalizer Algorithm. CoRR abs/1910.02071 (2019)
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