Matthias C. Caro

33 papers A* 1A 2Journal 29
YearRankTypeTitle / Venue / Authors
2026 J jnl
A PAC-Bayesian approach to generalization for quantum models.
CoRR
Pablo Rodriguez-Grasa, Matthias C. Caro, Jens Eisert, Elies Gil-Fuster, Franz J. Schreiber, Carlos Bravo-Prieto
2026 J jnl
Certifying and learning local quantum Hamiltonians.
CoRR
Andreas Bluhm, Matthias C. Caro, Francisco Escudero Gutiérrez, Junseo Lee, Aadil Oufkir, Cambyse Rouzé, Myeongjin Shin
2026 J jnl
Hamiltonian Property Testing.
Quantum
Andreas Bluhm, Matthias C. Caro, Aadil Oufkir
2026 A conf
Testing Classical Properties from Quantum Data.
ITCS
Matthias C. Caro, Preksha Naik, Joseph Slote
2025 J jnl
Certifying and learning quantum Ising Hamiltonians.
CoRR
Andreas Bluhm, Matthias C. Caro, Francisco Escudero Gutiérrez, Aadil Oufkir, Cambyse Rouzé
2025 J jnl
Covert Quantum Learning: Privately and Verifiably Learning from Quantum Data.
CoRR
Abhishek Anand, Matthias C. Caro, Ari Karchmer, Saachi Mutreja
2024 A conf
Classical Verification of Quantum Learning.
ITCS
Matthias C. Caro, Marcel Hinsche, Marios Ioannou, Alexander Nietner, Ryan Sweke
2024 J jnl
Hamiltonian Property Testing.
CoRR
Andreas Bluhm, Matthias C. Caro, Aadil Oufkir
2024 A* conf
Information-theoretic generalization bounds for learning from quantum data.
COLT
Matthias C. Caro, Tom Gur, Cambyse Rouzé, Daniel Stilck França, Sathyawageeswar Subramanian
2024 J jnl
Interactive proofs for verifying (quantum) learning and testing.
CoRR
Matthias C. Caro, Jens Eisert, Marcel Hinsche, Marios Ioannou, Alexander Nietner, Ryan Sweke
2024 J jnl
Learning Quantum Processes and Hamiltonians via the Pauli Transfer Matrix.
ACM Trans. Quantum Comput.
Matthias C. Caro
2024 J jnl
Online learning of quantum processes.
CoRR
Asad Raza, Matthias C. Caro, Jens Eisert, Sumeet Khatri
2024 J jnl
Testing classical properties from quantum data.
CoRR
Matthias C. Caro, Preksha Naik, Joseph Slote
2023 J jnl
Classical Verification of Quantum Learning.
CoRR
Matthias C. Caro, Marcel Hinsche, Marios Ioannou, Alexander Nietner, Ryan Sweke
2023 J jnl
From undecidability of non-triviality and finiteness to undecidability of learnability.
Int. J. Approx. Reason.
Matthias C. Caro
2023 J jnl
Information-theoretic generalization bounds for learning from quantum data.
CoRR
Matthias C. Caro, Tom Gur, Cambyse Rouzé, Daniel Stilck França, Sathyawageeswar Subramanian
2023 J jnl
Learning quantum states and unitaries of bounded gate complexity.
CoRR
Haimeng Zhao, Laura Lewis, Ishaan Kannan, Yihui Quek, Hsin-Yuan Huang, Matthias C. Caro
2023 J jnl
On the Generators of Quantum Dynamical Semigroups with Invariant Subalgebras.
Open Syst. Inf. Dyn.
Markus Hasenöhrl, Matthias C. Caro
2023 J jnl
The power and limitations of learning quantum dynamics incoherently.
CoRR
Sofiène Jerbi, Joe Gibbs, Manuel S. Rudolph, Matthias C. Caro, Patrick J. Coles, Hsin-Yuan Huang, Zoë Holmes
2022 J jnl
Dynamical simulation via quantum machine learning with provable generalization.
CoRR
Joe Gibbs, Zoë Holmes, Matthias C. Caro, Nicholas Ezzell, Hsin-Yuan Huang, Lukasz Cincio, Andrew T. Sornborger, Patrick J. Coles
2022 J jnl
Learning Quantum Processes and Hamiltonians via the Pauli Transfer Matrix.
CoRR
Matthias C. Caro
2022 J jnl
Out-of-distribution generalization for learning quantum dynamics.
CoRR
Matthias C. Caro, Hsin-Yuan Huang, Nicholas Ezzell, Joe Gibbs, Andrew T. Sornborger, Lukasz Cincio, Patrick J. Coles, Zoë Holmes
2022 — —
Quantum Learning Theory.
Matthias C. Caro
2021 J jnl
Binary classification with classical instances and quantum labels.
Quantum Mach. Intell.
Matthias C. Caro
2021 J jnl
Encoding-dependent generalization bounds for parametrized quantum circuits.
CoRR
Matthias C. Caro, Elies Gil-Fuster, Johannes Jakob Meyer, Jens Eisert, Ryan Sweke
2021 J jnl
Encoding-dependent generalization bounds for parametrized quantum circuits.
Quantum
Matthias C. Caro, Elies Gil-Fuster, Johannes Jakob Meyer, Jens Eisert, Ryan Sweke
2021 J jnl
Generalization in quantum machine learning from few training data.
CoRR
Matthias C. Caro, Hsin-Yuan Huang, Marco Cerezo, Kunal Sharma, Andrew T. Sornborger, Lukasz Cincio, Patrick J. Coles
2021 J jnl
Undecidability of Learnability.
CoRR
Matthias C. Caro
2020 J jnl
Binary Classification with Classical Instances and Quantum Labels.
CoRR
Matthias C. Caro
2020 J jnl
Pseudo-dimension of quantum circuits.
CoRR
Matthias C. Caro, Ishaun Datta
2020 J jnl
Pseudo-dimension of quantum circuits.
Quantum Mach. Intell.
Matthias C. Caro, Ishaun Datta
2020 J jnl
Quantum learning Boolean linear functions w.r.t. product distributions.
Quantum Inf. Process.
Matthias C. Caro
2019 J jnl
Quantum Learning Boolean Linear Functions w.r.t. Product Distributions.
CoRR
Matthias C. Caro