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Martin Larocca
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Diagnosing barren plateaus with tools from quantum optimal control
M Larocca, P Czarnik, K Sharma, G Muraleedharan, PJ Coles, M Cerezo
Quantum 6, 824, 2022
1792022
Theory of overparametrization in quantum neural networks
M Larocca, N Ju, D García-Martín, PJ Coles, M Cerezo
Nature Computational Science 3 (6), 542-551, 2023
1522023
Group-invariant quantum machine learning
M Larocca, F Sauvage, FM Sbahi, G Verdon, PJ Coles, M Cerezo
PRX Quantum 3 (3), 030341, 2022
1202022
Theory for equivariant quantum neural networks
QT Nguyen, L Schatzki, P Braccia, M Ragone, PJ Coles, F Sauvage, ...
PRX Quantum 5 (2), 020328, 2024
742024
Representation theory for geometric quantum machine learning
M Ragone, P Braccia, QT Nguyen, L Schatzki, PJ Coles, F Sauvage, ...
arXiv preprint arXiv:2210.07980, 2022
682022
A unified theory of barren plateaus for deep parametrized quantum circuits
M Ragone, BN Bakalov, F Sauvage, AF Kemper, CO Marrero, M Larocca, ...
arXiv preprint arXiv:2309.09342, 2023
592023
Theoretical guarantees for permutation-equivariant quantum neural networks
L Schatzki, M Larocca, QT Nguyen, F Sauvage, M Cerezo
npj Quantum Information 10 (1), 12, 2024
582024
Does provable absence of barren plateaus imply classical simulability? Or, why we need to rethink variational quantum computing
M Cerezo, M Larocca, D García-Martín, NL Diaz, P Braccia, E Fontana, ...
arXiv preprint arXiv:2312.09121, 2023
502023
Building spatial symmetries into parameterized quantum circuits for faster training
F Sauvage, M Larocca, PJ Coles, M Cerezo
Quantum Science and Technology 9 (1), 015029, 2024
402024
Quantum control landscape for a two-level system near the quantum speed limit
M Larocca, PM Poggi, DA Wisniacki
Journal of Physics A: Mathematical and Theoretical 51 (38), 385305, 2018
392018
Quantum metrology in a non-Markovian quantum evolution
N Mirkin, M Larocca, D Wisniacki
Physical Review A 102 (2), 022618, 2020
322020
Exploiting landscape geometry to enhance quantum optimal control
M Larocca, E Calzetta, DA Wisniacki
Physical Review A 101 (2), 023410, 2020
242020
Lie-algebraic classical simulations for variational quantum computing
ML Goh, M Larocca, L Cincio, M Cerezo, F Sauvage
arXiv preprint arXiv:2308.01432, 2023
172023
Showcasing a barren plateau theory beyond the dynamical lie algebra
NL Diaz, D García-Martín, S Kazi, M Larocca, M Cerezo
arXiv preprint arXiv:2310.11505, 2023
162023
Representation theory for geometric quantum machine learning (2023)
M Ragone, P Braccia, QT Nguyen, L Schatzki, PJ Coles, F Sauvage, ...
arXiv preprint arXiv:2210.07980, 0
14
On the universality of sn-equivariant k-body gates
S Kazi, M Larocca, M Cerezo
New Journal of Physics 26 (5), 053030, 2024
132024
Krylov-subspace approach for the efficient control of quantum many-body dynamics
M Larocca, D Wisniacki
Physical Review A 103 (2), 023107, 2021
122021
Diagnosing barren plateaus with tools from quantum optimal control. 2021
M Larocca, P Czarnik, K Sharma, G Muraleedharan, PJ Coles, M Cerezo
arXiv preprint arXiv:2105.14377, 0
12
A review of barren plateaus in variational quantum computing
M Larocca, S Thanasilp, S Wang, K Sharma, J Biamonte, PJ Coles, ...
arXiv preprint arXiv:2405.00781, 2024
102024
Effects of noise on the overparametrization of quantum neural networks
D García-Martín, M Larocca, M Cerezo
Physical Review Research 6 (1), 013295, 2024
102024
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