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Matthias C. Caro
Matthias C. Caro
Postdoctoral researcher, Freie Universität Berlin
Bestätigte E-Mail-Adresse bei fu-berlin.de - Startseite
Titel
Zitiert von
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
1732022
Encoding-dependent generalization bounds for parametrized quantum circuits
MC Caro, E Gil-Fuster, JJ Meyer, J Eisert, R Sweke
Quantum 5, 582, 2021
772021
Pseudo-dimension of quantum circuits
MC Caro, I Datta
Quantum Machine Intelligence 2 (2), 14, 2020
402020
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
372023
Dynamical simulation via quantum machine learning with provable generalization
J Gibbs, Z Holmes, MC Caro, N Ezzell, HY Huang, L Cincio, ...
arXiv preprint arXiv:2204.10269, 2022
202022
Learning Quantum Processes and Hamiltonians via the Pauli Transfer Matrix
MC Caro
arXiv preprint arXiv:2212.04471, 2022
172022
Binary classification with classical instances and quantum labels
MC Caro
Quantum Machine Intelligence 3 (1), 18, 2021
82021
Quantum learning Boolean linear functions wrt product distributions
MC Caro
Quantum Information Processing 19 (6), 172, 2020
62020
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
52023
Classical Verification of Quantum Learning
MC Caro, M Hinsche, M Ioannou, A Nietner, R Sweke
arXiv preprint arXiv:2306.04843, 2023
42023
Quantum and classical dynamical semigroups of superchannels and semicausal channels
M Hasenöhrl, MC Caro
Journal of Mathematical Physics 63 (7), 2022
32022
Necessary criteria for Markovian divisibility of linear maps
MC Caro, BR Graswald
Journal of Mathematical Physics 62 (4), 2021
32021
From undecidability of non-triviality and finiteness to undecidability of learnability
MC Caro
International Journal of Approximate Reasoning 163, 109057, 2023
2*2023
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
12023
On the generators of quantum dynamical semigroups with invariant subalgebras
M Hasenöhrl, MC Caro
Open Systems & Information Dynamics 30 (01), 2350001, 2023
12023
Quantum Learning Theory
MC Caro
Technische Universität München, 2022
12022
Information-theoretic generalization bounds for learning from quantum data
M Caro, T Gur, C Rouzé, DS França, S Subramanian
arXiv preprint arXiv:2311.05529, 2023
2023
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
2023
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