Christoph Roch

According to our database, Christoph Roch authored at least 24 papers between 2017 and 2023.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2023

Hybrid Quantum Machine Learning Assisted Classification of COVID-19 from Computed Tomography Scans.

Leo Sünkel, Darya Martyniuk, Julia J. Reichwald, Andrei Morariu, Raja Havish Seggoju, Philipp Altmann, Christoph Roch, Adrian Paschke

Proceedings of the IEEE International Conference on Quantum Computing and Engineering, 2023

Towards Transfer Learning for Large-Scale Image Classification Using Annealing-Based Quantum Boltzmann Machines.

Daniëlle Schuman, Leo Sünkel, Philipp Altmann, Jonas Stein, Christoph Roch, Thomas Gabor, Claudia Linnhoff-Popien

Proceedings of the IEEE International Conference on Quantum Computing and Engineering, 2023

Black Box Optimization Using QUBO and the Cross Entropy Method.

Jonas Nüßlein, Christoph Roch, Thomas Gabor, Jonas Stein, Claudia Linnhoff-Popien, Sebastian Feld

Proceedings of the Computational Science - ICCS 2023, 2023

SEQUENT: Towards Traceable Quantum Machine Learning Using Sequential Quantum Enhanced Training.

Philipp Altmann, Leo Sünkel, Jonas Stein, Tobias Müller, Christoph Roch, Claudia Linnhoff-Popien

Proceedings of the 15th International Conference on Agents and Artificial Intelligence, 2023

2022

Optimization of QKD Networks with Classical and Quantum Annealing.

Bob Godar, Christoph Roch, Jonas Stein, Marc Geitz, Bettina Lehmann, Matthias Gunkel, Volker Fürst, Fred Hofmann

CoRR, 2022

Black Box Optimization Using QUBO and the Cross Entropy Method.

Jonas Nüßlein, Christoph Roch, Thomas Gabor, Claudia Linnhoff-Popien, Sebastian Feld

CoRR, 2022

A Quantum Annealing Approach for Solving Hard Variants of the Stable Marriage Problem.

Christoph Roch, David Winderl, Claudia Linnhoff-Popien, Sebastian Feld

Proceedings of the Innovations for Community Services - 22nd International Conference, 2022

A Grover based Quantum Algorithm for Finding Pure Nash Equilibria in Graphical Games.

Christoph Roch, Santiago Londoño Castillo, Claudia Linnhoff-Popien

Proceedings of the IEEE 19th International Conference on Software Architecture Companion, 2022

Towards Multi-agent Reinforcement Learning using Quantum Boltzmann Machines.

Tobias Müller, Christoph Roch, Kyrill Schmid, Philipp Altmann

Proceedings of the 14th International Conference on Agents and Artificial Intelligence, 2022

Modifying the quantum-assisted genetic algorithm.

Thomas Gabor, Michael Lachner, Nico Kraus, Christoph Roch, Jonas Stein, Daniel Ratke, Claudia Linnhoff-Popien

Proceedings of the GECCO '22: Genetic and Evolutionary Computation Conference, Companion Volume, Boston, Massachusetts, USA, July 9, 2022

2021

Cross Entropy Optimization of Constrained Problem Hamiltonians for Quantum Annealing.

Christoph Roch, Alexander Impertro, Claudia Linnhoff-Popien

Proceedings of the Computational Science - ICCS 2021, 2021

2020

A Flexible Pipeline for the Optimization of CSG Trees.

Markus Friedrich, Christoph Roch, Sebastian Feld, Carsten Hahn, Pierre-Alain Fayolle

CoRR, 2020

The Holy Grail of Quantum Artificial Intelligence: Major Challenges in Accelerating the Machine Learning Pipeline.

Thomas Gabor, Leo Sünkel, Fabian Ritz, Thomy Phan, Lenz Belzner, Christoph Roch, Sebastian Feld, Claudia Linnhoff-Popien

Proceedings of the ICSE '20: 42nd International Conference on Software Engineering, Workshops, Seoul, Republic of Korea, 27 June, 2020

Cross Entropy Hyperparameter Optimization for Constrained Problem Hamiltonians Applied to QAOA.

Christoph Roch, Alexander Impertro, Thomy Phan, Thomas Gabor, Sebastian Feld, Claudia Linnhoff-Popien

Proceedings of the International Conference on Rebooting Computing, 2020

A Quantum Annealing Algorithm for Finding Pure Nash Equilibria in Graphical Games.

Christoph Roch, Thomy Phan, Sebastian Feld, Robert Müller, Thomas Gabor, Carsten Hahn, Claudia Linnhoff-Popien

Proceedings of the Computational Science - ICCS 2020, 2020

Nash Equilibria in Multi-Agent Swarms.

Carsten Hahn, Thomy Phan, Sebastian Feld, Christoph Roch, Fabian Ritz, Andreas Sedlmeier, Thomas Gabor, Claudia Linnhoff-Popien

Proceedings of the 12th International Conference on Agents and Artificial Intelligence, 2020

Approximating Archetypal Analysis Using Quantum Annealing.

Sebastian Feld, Christoph Roch, Katja Geirhos, Thomas Gabor

Proceedings of the 28th European Symposium on Artificial Neural Networks, 2020

The U Q Platform: A U nifed Approach To Q uantum Annealing.

Thomas Gabor, Sebastian Zielinski, Christoph Roch, Sebastian Feld, Claudia Linnhoff-Popien

Proceedings of the 5th International Conference on Computer and Communication Systems, 2020

The Dynamic Time Warping Distance Measure as Q U BO Formulation.

Sebastian Feld, Christoph Roch, Thomas Gabor, Xiao-Ting Michelle To, Claudia Linnhoff-Popien

Proceedings of the 5th International Conference on Computer and Communication Systems, 2020

2019

A Hybrid Solution Method for the Capacitated Vehicle Routing Problem Using a Quantum Annealer.

Sebastian Feld, Christoph Roch, Thomas Gabor, Christian Seidel, Florian Neukart, Isabella Galter, Wolfgang Mauerer, Claudia Linnhoff-Popien

Frontiers ICT, 2019

A Quantum Annealing Algorithm for Finding Pure Nash Equilibria in Graphical Games.

Christoph Roch, Thomy Phan, Sebastian Feld, Robert Müller, Thomas Gabor, Claudia Linnhoff-Popien

CoRR, 2019

Soccer Team Vectors.

Robert Müller, Stefan Langer, Fabian Ritz, Christoph Roch, Steffen Illium, Claudia Linnhoff-Popien

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2019

Adaptive Thompson Sampling Stacks for Memory Bounded Open-Loop Planning.

Thomy Phan, Thomas Gabor, Robert Müller, Christoph Roch, Claudia Linnhoff-Popien

Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence, 2019

2017

Assessing Solution Quality of 3SAT on a Quantum Annealing Platform.

Thomas Gabor, Sebastian Zielinski, Sebastian Feld, Christoph Roch, Christian Seidel, Florian Neukart, Isabella Galter, Wolfgang Mauerer, Claudia Linnhoff-Popien

Proceedings of the Quantum Technology and Optimization Problems, 2017