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Matthias C. Caro
Matthias C. Caro
Postdoctoral researcher, Freie Universität Berlin
Verified email at fu-berlin.de - Homepage
Title
Cited by
Cited by
Year
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
2152022
Encoding-dependent generalization bounds for parametrized quantum circuits
MC Caro, E Gil-Fuster, JJ Meyer, J Eisert, R Sweke
Quantum 5, 582, 2021
842021
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
422023
Pseudo-dimension of quantum circuits
MC Caro, I Datta
Quantum Machine Intelligence 2 (2), 14, 2020
422020
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
212022
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
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
72023
Quantum learning Boolean linear functions wrt product distributions
MC Caro
Quantum Information Processing 19 (6), 172, 2020
72020
Classical Verification of Quantum Learning
MC Caro, M Hinsche, M Ioannou, A Nietner, R Sweke
arXiv preprint arXiv:2306.04843, 2023
52023
Quantum and classical dynamical semigroups of superchannels and semicausal channels
M Hasenöhrl, MC Caro
Journal of Mathematical Physics 63 (7), 2022
42022
From undecidability of non-triviality and finiteness to undecidability of learnability
MC Caro
International Journal of Approximate Reasoning 163, 109057, 2023
3*2023
Necessary criteria for Markovian divisibility of linear maps
MC Caro, BR Graswald
Journal of Mathematical Physics 62 (4), 2021
32021
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 Franca, 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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