引用次数
引用: 589
H-指数: 9
I10-指数 : 8
出版物: 20
Generalization in quantum machine learning from few training data
Matthias C Caro , Hsin-Yuan Huang , Marco Cerezo , Kunal Sharma
Nature communications 13 ( 1) 4919
50
2022
Encoding-dependent generalization bounds for parametrized quantum circuits
Matthias C Caro , Elies Gil-Fuster , Johannes Jakob Meyer , Jens Eisert
Quantum 5 582 -582
95
2021
Online learning of quantum processes
Asad Raza , Matthias C Caro , Jens Eisert , Sumeet Khatri
arXiv preprint arXiv:2406.04250
2024
The power and limitations of learning quantum dynamics incoherently
Sofiene Jerbi , Joe Gibbs , Manuel S Rudolph , Matthias C Caro
arXiv preprint arXiv:2303.12834
12
2023
Out-of-distribution generalization for learning quantum dynamics
Matthias C Caro , Hsin-Yuan Huang , Nicholas Ezzell , Joe Gibbs
Nature Communications 14 ( 1) 3751 -3751
57
2023
Dynamical simulation via quantum machine learning with provable generalization
Joe Gibbs , Zoë Holmes , Matthias C Caro , Nicholas Ezzell
Physical Review Research 6 ( 1) 013241 -013241
25
2024
Dissipation-enabled bosonic Hamiltonian learning via new information-propagation bounds
Tim Möbus , Andreas Bluhm , Matthias C Caro , Albert H Werner
arXiv preprint arXiv:2307.15026
4
2023
Learning quantum processes and Hamiltonians via the Pauli transfer matrix
Matthias C Caro
arXiv preprint arXiv:2212.04471
27
2022
Learning quantum states and unitaries of bounded gate complexity
Haimeng Zhao , Laura Lewis , Ishaan Kannan , Yihui Quek
arXiv preprint arXiv:2310.19882
9
2023
Classical Verification of Quantum Learning
Matthias C Caro , Marcel Hinsche , Marios Ioannou , Alexander Nietner
arXiv preprint arXiv:2306.04843
8
2023
From undecidability of non-triviality and finiteness to undecidability of learnability
Matthias C Caro
International Journal of Approximate Reasoning 163 109057 -109057
4
2023
Quantum and classical dynamical semigroups of superchannels and semicausal channels
Markus Hasenöhrl , Matthias C Caro
Journal of Mathematical Physics 63 ( 7)
4
2022
Hamiltonian Property Testing
Andreas Bluhm , Matthias C Caro , Aadil Oufkir
arXiv preprint arXiv:2403.02968
1
2024
On the generators of quantum dynamical semigroups with invariant subalgebras
Markus Hasenöhrl , Matthias C Caro
Open Systems & Information Dynamics 30 ( 01) 2350001 -2350001
1
2023
Quantum Learning Theory
Matthias C Caro
Technische Universität München
1
2022
Information-Theoretic Generalization Bounds for Learning From Quantum Data
Matthias Caro , Tom Gur , Cambyse Rouzé , Daniel Stilck França
COLT 2024 (37th Annual Conference on Learning Theory)
2
2024
Necessary criteria for Markovian divisibility of linear maps
Matthias C. Caro , Benedikt R. Graswald
Journal of Mathematical Physics 62 ( 4) 042203
2021
Binary classification with classical instances and quantum labels
Matthias C. Caro
Quantum Machine Intelligence 3 ( 1) 1 -24
2021
Pseudo-dimension of quantum circuits
Matthias C. Caro , Ishaun Datta
Quantum Machine Intelligence 2 ( 2) 1 -14
4
2020
Quantum learning Boolean linear functions w.r.t. product distributions
Matthias C. Caro
Quantum Information Processing 19 ( 6) 1 -41
2
2020