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Matthias C. Caro
Matthias C. Caro
Postdoctoral researcher, California Institute of Technology and Freie Universität Berlin
Bestätigte E-Mail-Adresse bei caltech.edu - 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
882022
Encoding-dependent generalization bounds for parametrized quantum circuits
MC Caro, E Gil-Fuster, JJ Meyer, J Eisert, R Sweke
Quantum 5, 582, 2021
452021
Pseudo-dimension of quantum circuits
MC Caro, I Datta
Quantum Machine Intelligence 2 (2), 14, 2020
332020
Out-of-distribution generalization for learning quantum dynamics
MC Caro, HY Huang, N Ezzell, J Gibbs, AT Sornborger, L Cincio, ...
arXiv preprint arXiv:2204.10268, 2022
192022
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
132022
Binary classification with classical instances and quantum labels
MC Caro
Quantum Machine Intelligence 3 (1), 18, 2021
42021
Quantum learning Boolean linear functions wrt product distributions
MC Caro
Quantum Information Processing 19 (6), 172, 2020
42020
Learning Quantum Processes and Hamiltonians via the Pauli Transfer Matrix
MC Caro
arXiv preprint arXiv:2212.04471, 2022
32022
Necessary criteria for Markovian divisibility of linear maps
MC Caro, BR Graswald
Journal of Mathematical Physics 62 (4), 042203, 2021
32021
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
12023
Quantum and classical dynamical semigroups of superchannels and semicausal channels
M Hasenöhrl, MC Caro
Journal of Mathematical Physics 63 (7), 072204, 2022
12022
Quantum Learning Theory
MC Caro
Technische Universität München, 2022
12022
Undecidability of Learnability
MC Caro
arXiv preprint arXiv:2106.01382, 2021
12021
On the generators of quantum dynamical semigroups with invariant subalgebras
M Hasenöhrl, MC Caro
arXiv preprint arXiv:2202.06812, 2022
2022
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