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Matthias C. Caro
Matthias C. Caro
Assistant Professor, University of Warwick
Bestätigte E-Mail-Adresse bei warwick.ac.uk - 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
4142022
Encoding-dependent generalization bounds for parametrized quantum circuits
MC Caro, E Gil-Fuster, JJ Meyer, J Eisert, R Sweke
Quantum 5, 582, 2021
1272021
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
1042023
Pseudo-dimension of quantum circuits
MC Caro, I Datta
Quantum Machine Intelligence 2 (2), 14, 2020
502020
Learning quantum processes and Hamiltonians via the Pauli transfer matrix
MC Caro
ACM Transactions on Quantum Computing 5 (2), 1-53, 2024
492024
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
472024
Learning quantum states and unitaries of bounded gate complexity
H Zhao, L Lewis, I Kannan, Y Quek, HY Huang, MC Caro
PRX Quantum 5 (4), 040306, 2024
342024
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
192023
Classical Verification of Quantum Learning
MC Caro, M Hinsche, M Ioannou, A Nietner, R Sweke
arXiv preprint arXiv:2306.04843, 2023
132023
Information-theoretic generalization bounds for learning from quantum data
MC Caro, T Gur, C Rouzé, DS Franca, S Subramanian
The Thirty Seventh Annual Conference on Learning Theory, 775-839, 2024
112024
Binary classification with classical instances and quantum labels
MC Caro
Quantum Machine Intelligence 3 (1), 18, 2021
112021
Quantum learning Boolean linear functions wrt product distributions
MC Caro
Quantum Information Processing 19 (6), 172, 2020
92020
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
72023
From undecidability of non-triviality and finiteness to undecidability of learnability
MC Caro
International Journal of Approximate Reasoning 163, 109057, 2023
6*2023
Online learning of quantum processes
A Raza, MC Caro, J Eisert, S Khatri
arXiv preprint arXiv:2406.04250, 2024
52024
Quantum and classical dynamical semigroups of superchannels and semicausal channels
M Hasenöhrl, MC Caro
Journal of Mathematical Physics 63 (7), 2022
52022
Hamiltonian Property Testing
A Bluhm, MC Caro, A Oufkir
arXiv preprint arXiv:2403.02968, 2024
42024
Necessary criteria for Markovian divisibility of linear maps
MC Caro, BR Graswald
Journal of Mathematical Physics 62 (4), 2021
42021
Quantum Learning Theory
MC Caro
Technische Universität München, 2022
32022
Testing classical properties from quantum data
MC Caro, P Naik, J Slote
arXiv preprint arXiv:2411.12730, 2024
22024
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