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Christoph Roch
Christoph Roch
PhD Student - LMU Munich
Verified email at ifi.lmu.de - Homepage
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Cited by
Cited by
Year
A hybrid solution method for the capacitated vehicle routing problem using a quantum annealer
S Feld, C Roch, T Gabor, C Seidel, F Neukart, I Galter, W Mauerer, ...
Frontiers in ICT 6, 13, 2019
1482019
The holy grail of quantum artificial intelligence: major challenges in accelerating the machine learning pipeline
T Gabor, L Sünkel, F Ritz, T Phan, L Belzner, C Roch, S Feld, ...
Proceedings of the IEEE/ACM 42nd international conference on software …, 2020
232020
Assessing solution quality of 3SAT on a quantum annealing platform
T Gabor, S Zielinski, S Feld, C Roch, C Seidel, F Neukart, I Galter, ...
Quantum Technology and Optimization Problems: First International Workshop …, 2019
152019
Cross entropy hyperparameter optimization for constrained problem Hamiltonians applied to QAOA
C Roch, A Impertro, T Phan, T Gabor, S Feld, C Linnhoff-Popien
2020 International Conference on Rebooting Computing (ICRC), 50-57, 2020
82020
A flexible pipeline for the optimization of CSG trees
M Friedrich, C Roch, S Feld, C Hahn, PA Fayolle
arXiv preprint arXiv:2008.03674, 2020
82020
Nash Equilibria in Multi-Agent Swarms.
C Hahn, T Phan, S Feld, C Roch, F Ritz, A Sedlmeier, T Gabor, ...
ICAART (1), 234-241, 2020
72020
A quantum annealing algorithm for finding pure Nash equilibria in graphical games
C Roch, T Phan, S Feld, R Müller, T Gabor, C Hahn, C Linnhoff-Popien
Computational Science–ICCS 2020: 20th International Conference, Amsterdam …, 2020
62020
The capacitated vehicle routing problem: A hybrid solution method using a quantum annealer
C Roch, S Langer
Digitale Welt 3, 30-33, 2019
62019
Cross entropy optimization of constrained problem Hamiltonians for quantum annealing
C Roch, A Impertro, C Linnhoff-Popien
International Conference on Computational Science, 60-73, 2021
52021
Black box optimization using QUBO and the cross entropy method
J Nüßlein, C Roch, T Gabor, J Stein, C Linnhoff-Popien, S Feld
International Conference on Computational Science, 48-55, 2023
42023
A Grover based quantum algorithm for finding pure Nash equilibria in graphical games
C Roch, SL Castillo, C Linnhoff-Popien
2022 IEEE 19th International Conference on Software Architecture Companion …, 2022
42022
Sequent: Towards traceable quantum machine learning using sequential quantum enhanced training
P Altmann, L Sünkel, J Stein, T Müller, C Roch, C Linnhoff-Popien
arXiv preprint arXiv:2301.02601, 2023
32023
Modifying the quantum-assisted genetic algorithm
T Gabor, M Lachner, N Kraus, C Roch, J Stein, D Ratke, ...
Proceedings of the Genetic and Evolutionary Computation Conference Companion …, 2022
22022
Towards Multi-Agent Reinforcement Learning using Quantum Boltzmann Machines
T Müller, C Roch, K Schmid, P Altmann
arXiv preprint arXiv:2109.10900, 2021
22021
Soccer Team Vectors
R Müller, S Langer, F Ritz, C Roch, S Illium, C Linnhoff-Popien
Machine Learning and Knowledge Discovery in Databases: International …, 2020
22020
Adaptive Thompson Sampling Stacks for Memory Bounded Open-Loop Planning
T Phan, T Gabor, R Müller, C Roch, C Linnhoff-Popien
arXiv preprint arXiv:1907.05861, 2019
22019
Towards Transfer Learning for Large-Scale Image Classification Using Annealing-based Quantum Boltzmann Machines
D Schuman, L Sünkel, P Altmann, J Stein, C Roch, T Gabor, ...
2023 IEEE International Conference on Quantum Computing and Engineering (QCE …, 2023
12023
Hybrid quantum machine learning assisted classification of COVID-19 from computed tomography scans
L Sünkel, D Martyniuk, JJ Reichwald, A Morariu, RH Seggoju, P Altmann, ...
2023 IEEE International Conference on Quantum Computing and Engineering (QCE …, 2023
12023
The Effect of Penalty Factors of Constrained Hamiltonians on the Eigenspectrum in Quantum Annealing
C Roch, D Ratke, J Nüßlein, T Gabor, S Feld
ACM Transactions on Quantum Computing 4 (2), 1-18, 2023
12023
Optimization of QKD Networks with Classical and Quantum Annealing
B Godar, C Roch, J Stein, M Geitz, B Lehmann, M Gunkel, V Fürst, ...
arXiv preprint arXiv:2206.14109, 2022
12022
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