Sotabase

Career

· Assistant Professor, University of Warwick - Department of Computer Science2024–
· Wissenschaftlicher Mitarbeiter, Freie Universität Berlin2023–2024
· Postdoctoral Visiting Research Fellow, Caltech2022–2023
· Wissenschaftlicher Mitarbeiter, Freie Universität Berlin2022–2022
· Doktorand, Technische Universität München2018–2022
· Teaching Assistant, Technische Universität München2018–2019
· Master of Science - MS, Mathematics, 1,0, Technische Universität München2017–2019
· Teaching Assistant, Technische Universität München2017–2018
· Visiting Student, Mathematics, University of Oxford2016–2017
· Data Scientist (Internship), Celonis2015–2015
· Teaching Assistant, Technische Universität München2015–2016
· Bachelor of Science - BS, Mathematics, 1,0, Technische Universität München2013–2016

Publications (19)

Generalization in quantum machine learning from few training data
2021
476
cited
Encoding-dependent generalization bounds for parametrized quantum circuits
2021
125
cited
Out-of-distribution generalization for learning quantum dynamics
2022
108
cited
Learning Quantum Processes and Hamiltonians via the Pauli Transfer Matrix
2022
58
cited
Dynamical simulation via quantum machine learning with provable generalization
2022
52
cited
Learning quantum states and unitaries of bounded gate complexity
2023
51
cited
Pseudo-dimension of quantum circuits
2020
46
cited
The power and limitations of learning quantum dynamics incoherently
2023
19
cited
Dissipation-enabled bosonic Hamiltonian learning via new information-propagation bounds
2023
17
cited
Quantum learning Boolean linear functions w.r.t. product distributions
2019
11
cited
Classical Verification of Quantum Learning
2023
9
cited
Binary classification with classical instances and quantum labels
2020
7
cited
From undecidability of non-triviality and finiteness to undecidability of learnability
2021
5
cited
Quantum and classical dynamical semigroups of superchannels and semicausal channels
2021
5
cited
Ju n 20 20 BINARY CLASSIFICATION WITH CLASSICAL INSTANCES AND QUANTUM LABELS
2020
4
cited
Interactive proofs for verifying (quantum) learning and testing
2024
3
cited
Necessary criteria for Markovian divisibility of linear maps
2020
3
cited
On the Generators of Quantum Dynamical Semigroups with Invariant Subalgebras
2022
2
cited
Quantum Learning Theory
2022
2
cited
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Matthias Caro | Researcher Profile | Sotabase | Sotabase