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Matthias C. Caro
Matthias C. Caro
Assistant Professor, University of Warwick
Bestätigte E-Mail-Adresse bei warwick.ac.uk - Startseite
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Zitiert von
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Generalization in quantum machine learning from few training data
MC Caro, HY Huang, M Cerezo, K Sharma, A Sornborger, L Cincio, ...
Nature Communications 13 (1), 1-11, 2022
3392022
Encoding-dependent generalization bounds for parametrized quantum circuits
MC Caro, E Gil-Fuster, JJ Meyer, J Eisert, R Sweke
Quantum 5, 582, 2021
1072021
Out-of-distribution generalization for learning quantum dynamics
MC Caro, HY Huang, N Ezzell, J Gibbs, AT Sornborger, L Cincio, ...
Nature Communications 14 (1), 3751, 2023
842023
Pseudo-dimension of quantum circuits
MC Caro, I Datta
Quantum Machine Intelligence 2 (2), 14, 2020
512020
Dynamical simulation via quantum machine learning with provable generalization
J Gibbs, Z Holmes, MC Caro, N Ezzell, HY Huang, L Cincio, ...
Physical Review Research 6 (1), 013241, 2024
382024
Learning quantum processes and Hamiltonians via the Pauli transfer matrix
MC Caro
ACM Transactions on Quantum Computing 5 (2), 1-53, 2024
362024
Learning quantum states and unitaries of bounded gate complexity
H Zhao, L Lewis, I Kannan, Y Quek, HY Huang, MC Caro
arXiv preprint arXiv:2310.19882, 2023
182023
The power and limitations of learning quantum dynamics incoherently
S Jerbi, J Gibbs, MS Rudolph, MC Caro, PJ Coles, HY Huang, Z Holmes
arXiv preprint arXiv:2303.12834, 2023
162023
Binary classification with classical instances and quantum labels
MC Caro
Quantum Machine Intelligence 3 (1), 18, 2021
102021
Classical Verification of Quantum Learning
MC Caro, M Hinsche, M Ioannou, A Nietner, R Sweke
arXiv preprint arXiv:2306.04843, 2023
92023
Quantum learning Boolean linear functions wrt product distributions
MC Caro
Quantum Information Processing 19 (6), 172, 2020
82020
From undecidability of non-triviality and finiteness to undecidability of learnability
MC Caro
International Journal of Approximate Reasoning 163, 109057, 2023
62023
Information-theoretic generalization bounds for learning from quantum data
MC Caro, T Gur, C Rouzé, DS Franca, S Subramanian
The Thirty Seventh Annual Conference on Learning Theory, 775-839, 2024
52024
Dissipation-enabled bosonic Hamiltonian learning via new information-propagation bounds
T Möbus, A Bluhm, MC Caro, AH Werner, C Rouzé
arXiv preprint arXiv:2307.15026, 2023
52023
Quantum and classical dynamical semigroups of superchannels and semicausal channels
M Hasenöhrl, MC Caro
Journal of Mathematical Physics 63 (7), 2022
52022
Necessary criteria for Markovian divisibility of linear maps
MC Caro, BR Graswald
Journal of Mathematical Physics 62 (4), 2021
42021
Online learning of quantum processes
A Raza, MC Caro, J Eisert, S Khatri
arXiv preprint arXiv:2406.04250, 2024
22024
Quantum Learning Theory
MC Caro
Technische Universität München, 2022
22022
Hamiltonian Property Testing
A Bluhm, MC Caro, A Oufkir
arXiv preprint arXiv:2403.02968, 2024
12024
On the generators of quantum dynamical semigroups with invariant subalgebras
M Hasenöhrl, MC Caro
Open Systems & Information Dynamics 30 (01), 2350001, 2023
12023
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