806 citations
Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.
- University of BonnDE47 papers
- TU Dortmund UniversityDE7 papers
- Fraunhofer Institute for Industrial MathematicsDE6 papers
- Texas A&M UniversityUS6 papers
- Bonn Aachen International Center for Information TechnologyDE4 papers
- Fraunhofer Institute for Algorithms and Scientific ComputingDE4 papers
- Hochschule Bonn-Rhein-SiegDE4 papers
- Fraunhofer-GesellschaftDE3 papers
- GESIS - Leibniz Institute for the Social SciencesDE3 papers
- Humboldt-Universität zu BerlinDE3 papers
- Eunice Kennedy Shriver National Institute of Child Health and Human DevelopmentUS2 papers
- Indian Institute of Technology BombayIN2 papers
6 papers · 1 filter
Expressive equivalence of classical and quantum restricted Boltzmann machines
Maria Demidik, Cenk Tüysüz, Nico Piatkowski +2
Quantum computers offer the potential for efficiently sampling from complex probability distributions, attracting increasing interest in generative modeling within quantum machine…
Explaining Quantum Circuits with Shapley Values: Towards Explainable Quantum Machine Learning
Raoul Heese, Thore Gerlach, Sascha Mücke +3
Methods of artificial intelligence (AI) and especially machine learning (ML) have been growing ever more complex, and at the same time have more and more impact on people's lives.…
On Quantum Circuits for Discrete Graphical Models
Nico Piatkowski, Christa Zoufal
Graphical models are useful tools for describing structured high-dimensional probability distributions. Development of efficient algorithms for generating unbiased and independent…
Feature Selection on Quantum Computers
Sascha Mücke, Raoul Heese, Sabine Müller +2
In machine learning, fewer features reduce model complexity. Carefully assessing the influence of each input feature on the model quality is therefore a crucial preprocessing step.…
On the effects of biased quantum random numbers on the initialization of artificial neural networks
Raoul Heese, Moritz Wolter, Sascha Mücke +2
Recent advances in practical quantum computing have led to a variety of cloud-based quantum computing platforms that allow researchers to evaluate their algorithms on noisy interme…
Quantum Circuit Evolution on NISQ Devices
Lukas Franken, Bogdan Georgiev, Sascha Mücke +4
Variational quantum circuits build the foundation for various classes of quantum algorithms. In a nutshell, the weights of a parametrized quantum circuit are varied until the empir…