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Matthias C. Caro
Matthias C. Caro
Postdoctoral researcher, Freie Universität Berlin
Bestätigte E-Mail-Adresse bei fu-berlin.de - Startseite
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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
2712022
Encoding-dependent generalization bounds for parametrized quantum circuits
MC Caro, E Gil-Fuster, JJ Meyer, J Eisert, R Sweke
Quantum 5, 582, 2021
962021
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
572023
Pseudo-dimension of quantum circuits
MC Caro, I Datta
Quantum Machine Intelligence 2 (2), 14, 2020
462020
Learning quantum processes and Hamiltonians via the Pauli transfer matrix
MC Caro
arXiv preprint arXiv:2212.04471, 2022
272022
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
252024
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
122023
Binary classification with classical instances and quantum labels
MC Caro
Quantum Machine Intelligence 3 (1), 18, 2021
102021
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
92023
Classical Verification of Quantum Learning
MC Caro, M Hinsche, M Ioannou, A Nietner, R Sweke
arXiv preprint arXiv:2306.04843, 2023
82023
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
42023
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
42023
Quantum and classical dynamical semigroups of superchannels and semicausal channels
M Hasenöhrl, MC Caro
Journal of Mathematical Physics 63 (7), 2022
42022
Necessary criteria for Markovian divisibility of linear maps
MC Caro, BR Graswald
Journal of Mathematical Physics 62 (4), 2021
32021
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
22023
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
Quantum Learning Theory
MC Caro
Technische Universität München, 2022
12022
Online learning of quantum processes
A Raza, MC Caro, J Eisert, S Khatri
arXiv preprint arXiv:2406.04250, 2024
2024
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