Matthias C. Caro

Publication Activity (10 Years)

Years Active: 2019-2024
Publications (10 Years): 22

Top Topics

Generalization Bounds

Pac Learnability

Linear Functions

Quantum Computation

Top Venues

Quantum Mach. Intell.

Int. J. Approx. Reason.

Publications

Andreas Bluhm, Matthias C. Caro, Aadil Oufkir
Hamiltonian Property Testing. CoRR (2024)
Asad Raza, Matthias C. Caro, Jens Eisert, Sumeet Khatri
Online learning of quantum processes. CoRR (2024)
Matthias C. Caro, Marcel Hinsche, Marios Ioannou, Alexander Nietner, Ryan Sweke
Classical Verification of Quantum Learning. ITCS (2024)
Matthias C. Caro, Tom Gur, Cambyse Rouzé, Daniel Stilck França, Sathyawageeswar Subramanian
Information-theoretic generalization bounds for learning from quantum data. COLT (2024)
Matthias C. Caro
From undecidability of non-triviality and finiteness to undecidability of learnability. Int. J. Approx. Reason. 163 (2023)
Haimeng Zhao, Laura Lewis, Ishaan Kannan, Yihui Quek, Hsin-Yuan Huang, Matthias C. Caro
Learning quantum states and unitaries of bounded gate complexity. CoRR (2023)
Markus Hasenöhrl, Matthias C. Caro
On the Generators of Quantum Dynamical Semigroups with Invariant Subalgebras. Open Syst. Inf. Dyn. 30 (1) (2023)
Matthias C. Caro, Marcel Hinsche, Marios Ioannou, Alexander Nietner, Ryan Sweke
Classical Verification of Quantum Learning. CoRR (2023)
Sofiène Jerbi, Joe Gibbs, Manuel S. Rudolph, Matthias C. Caro, Patrick J. Coles, Hsin-Yuan Huang, Zoë Holmes
The power and limitations of learning quantum dynamics incoherently. CoRR (2023)
Matthias C. Caro, Hsin-Yuan Huang, Nicholas Ezzell, Joe Gibbs, Andrew T. Sornborger, Lukasz Cincio, Patrick J. Coles, Zoë Holmes
Out-of-distribution generalization for learning quantum dynamics. CoRR (2022)
Matthias C. Caro
Learning Quantum Processes and Hamiltonians via the Pauli Transfer Matrix. CoRR (2022)
Joe Gibbs, Zoë Holmes, Matthias C. Caro, Nicholas Ezzell, Hsin-Yuan Huang, Lukasz Cincio, Andrew T. Sornborger, Patrick J. Coles
Dynamical simulation via quantum machine learning with provable generalization. CoRR (2022)
Matthias C. Caro, Elies Gil-Fuster, Johannes Jakob Meyer, Jens Eisert, Ryan Sweke
Encoding-dependent generalization bounds for parametrized quantum circuits. CoRR (2021)
Matthias C. Caro, Hsin-Yuan Huang, M. Cerezo, Kunal Sharma, Andrew T. Sornborger, Lukasz Cincio, Patrick J. Coles
Generalization in quantum machine learning from few training data. CoRR (2021)
Matthias C. Caro
Binary classification with classical instances and quantum labels. Quantum Mach. Intell. 3 (1) (2021)
Matthias C. Caro, Elies Gil-Fuster, Johannes Jakob Meyer, Jens Eisert, Ryan Sweke
Encoding-dependent generalization bounds for parametrized quantum circuits. Quantum 5 (2021)
Matthias C. Caro
Undecidability of Learnability. CoRR (2021)
Matthias C. Caro, Ishaun Datta
Pseudo-dimension of quantum circuits. Quantum Mach. Intell. 2 (2) (2020)
Matthias C. Caro
Binary Classification with Classical Instances and Quantum Labels. CoRR (2020)
Matthias C. Caro
Quantum learning Boolean linear functions w.r.t. product distributions. Quantum Inf. Process. 19 (6) (2020)
Matthias C. Caro, Ishaun Datta
Pseudo-dimension of quantum circuits. CoRR (2020)
Matthias C. Caro
Quantum Learning Boolean Linear Functions w.r.t. Product Distributions. CoRR (2019)