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Matthias C. Caro
Matthias C. Caro
Postdoctoral researcher, California Institute of Technology and Freie Universität Berlin
Verified email at caltech.edu - 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
1422022
Encoding-dependent generalization bounds for parametrized quantum circuits
MC Caro, E Gil-Fuster, JJ Meyer, J Eisert, R Sweke
Quantum 5, 582, 2021
632021
Pseudo-dimension of quantum circuits
MC Caro, I Datta
Quantum Machine Intelligence 2 (2), 14, 2020
372020
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
302023
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
172022
Learning Quantum Processes and Hamiltonians via the Pauli Transfer Matrix
MC Caro
arXiv preprint arXiv:2212.04471, 2022
122022
Binary classification with classical instances and quantum labels
MC Caro
Quantum Machine Intelligence 3 (1), 18, 2021
72021
Quantum learning Boolean linear functions wrt product distributions
MC Caro
Quantum Information Processing 19 (6), 172, 2020
52020
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
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
Undecidability of Learnability
MC Caro
arXiv preprint arXiv:2106.01382, 2021
22021
Classical Verification of Quantum Learning
MC Caro, M Hinsche, M Ioannou, A Nietner, R Sweke
arXiv preprint arXiv:2306.04843, 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
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
Quantum Learning Theory
MC Caro
Technische Universität München, 2022
2022
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