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ORCIDChristoph Roch
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2020 – today
- 2024
[b1]Christoph Roch:
Anwendung und Optimierung eingeschränkter Hamiltonians. Ludwig Maximilian University of Munich, Germany, 2024- 2023
- [c19]Philipp Altmann
, Leo Sünkel, Jonas Stein, Tobias Müller, Christoph Roch, Claudia Linnhoff-Popien:
SEQUENT: Towards Traceable Quantum Machine Learning Using Sequential Quantum Enhanced Training. ICAART (3) 2023: 744-751 - [c18]Jonas Nüßlein, Christoph Roch, Thomas Gabor, Jonas Stein, Claudia Linnhoff-Popien, Sebastian Feld:
Black Box Optimization Using QUBO and the Cross Entropy Method. ICCS (5) 2023: 48-55 - [c17]Daniëlle Schuman, Leo Sünkel, Philipp Altmann, Jonas Stein, Christoph Roch, Thomas Gabor, Claudia Linnhoff-Popien:
Towards Transfer Learning for Large-Scale Image Classification Using Annealing-Based Quantum Boltzmann Machines. QCE 2023: 42-47 - [c16]Leo Sünkel, Darya Martyniuk, Julia J. Reichwald, Andrei Morariu, Raja Havish Seggoju, Philipp Altmann, Christoph Roch, Adrian Paschke:
Hybrid Quantum Machine Learning Assisted Classification of COVID-19 from Computed Tomography Scans. QCE 2023: 356-366 - [i11]Philipp Altmann, Leo Sünkel, Jonas Stein, Tobias Müller, Christoph Roch, Claudia Linnhoff-Popien:
SEQUENT: Towards Traceable Quantum Machine Learning using Sequential Quantum Enhanced Training. CoRR abs/2301.02601 (2023) - [i10]Daniëlle Schuman, Leo Sünkel, Philipp Altmann, Jonas Stein, Christoph Roch, Thomas Gabor, Claudia Linnhoff-Popien:
Towards Transfer Learning for Large-Scale Image Classification Using Annealing-based Quantum Boltzmann Machines. CoRR abs/2311.15966 (2023) - 2022
- [c15]Thomas Gabor, Michael Lachner, Nico Kraus, Christoph Roch, Jonas Stein, Daniel Ratke, Claudia Linnhoff-Popien:
Modifying the quantum-assisted genetic algorithm. GECCO Companion 2022: 2205-2213 - [c14]Tobias Müller, Christoph Roch, Kyrill Schmid, Philipp Altmann:
Towards Multi-agent Reinforcement Learning using Quantum Boltzmann Machines. ICAART (1) 2022: 121-130 - [c13]Christoph Roch, Santiago Londoño Castillo, Claudia Linnhoff-Popien:
A Grover based Quantum Algorithm for Finding Pure Nash Equilibria in Graphical Games. ICSA Companion 2022: 147-151 - [c12]Christoph Roch, David Winderl, Claudia Linnhoff-Popien, Sebastian Feld:
A Quantum Annealing Approach for Solving Hard Variants of the Stable Marriage Problem. I4CS 2022: 294-307 - [i9]Jonas Nüßlein, Christoph Roch, Thomas Gabor, Claudia Linnhoff-Popien, Sebastian Feld:
Black Box Optimization Using QUBO and the Cross Entropy Method. CoRR abs/2206.12510 (2022) - [i8]Bob Godar, Christoph Roch, Jonas Stein, Marc Geitz, Bettina Lehmann, Matthias Gunkel, Volker Fürst, Fred Hofmann:
Optimization of QKD Networks with Classical and Quantum Annealing. CoRR abs/2206.14109 (2022) - 2021
- [c11]Christoph Roch, Alexander Impertro, Claudia Linnhoff-Popien:
Cross Entropy Optimization of Constrained Problem Hamiltonians for Quantum Annealing. ICCS (6) 2021: 60-73 - [i7]Tobias Müller, Christoph Roch, Kyrill Schmid, Philipp Altmann:
Towards Multi-Agent Reinforcement Learning using Quantum Boltzmann Machines. CoRR abs/2109.10900 (2021) - 2020
- [c10]Thomas Gabor, Sebastian Zielinski, Christoph Roch, Sebastian Feld, Claudia Linnhoff-Popien:
The U Q Platform: A U nifed Approach To Q uantum Annealing. ICCCS 2020: 115-119 - [c9]Sebastian Feld, Christoph Roch, Thomas Gabor, Xiao-Ting Michelle To, Claudia Linnhoff-Popien:
The Dynamic Time Warping Distance Measure as Q U BO Formulation. ICCCS 2020: 946-950 - [c8]Sebastian Feld, Christoph Roch, Katja Geirhos, Thomas Gabor:
Approximating Archetypal Analysis Using Quantum Annealing. ESANN 2020: 292-296 - [c7]Carsten Hahn, Thomy Phan, Sebastian Feld, Christoph Roch, Fabian Ritz, Andreas Sedlmeier, Thomas Gabor, Claudia Linnhoff-Popien:
Nash Equilibria in Multi-Agent Swarms. ICAART (1) 2020: 234-241 - [c6]Christoph Roch, Thomy Phan, Sebastian Feld, Robert Müller, Thomas Gabor, Carsten Hahn, Claudia Linnhoff-Popien:
A Quantum Annealing Algorithm for Finding Pure Nash Equilibria in Graphical Games. ICCS (6) 2020: 488-501 - [c5]Christoph Roch, Alexander Impertro, Thomy Phan, Thomas Gabor, Sebastian Feld, Claudia Linnhoff-Popien:
Cross Entropy Hyperparameter Optimization for Constrained Problem Hamiltonians Applied to QAOA. ICRC 2020: 50-57 - [c4]Thomas Gabor, Leo Sünkel, Fabian Ritz, Thomy Phan, Lenz Belzner, Christoph Roch, Sebastian Feld, Claudia Linnhoff-Popien:
The Holy Grail of Quantum Artificial Intelligence: Major Challenges in Accelerating the Machine Learning Pipeline. ICSE (Workshops) 2020: 456-461 - [i6]Thomas Gabor, Leo Sünkel, Fabian Ritz, Thomy Phan, Lenz Belzner, Christoph Roch, Sebastian Feld, Claudia Linnhoff-Popien:
The Holy Grail of Quantum Artificial Intelligence: Major Challenges in Accelerating the Machine Learning Pipeline. CoRR abs/2004.14035 (2020) - [i5]Markus Friedrich, Christoph Roch, Sebastian Feld, Carsten Hahn, Pierre-Alain Fayolle:
A Flexible Pipeline for the Optimization of CSG Trees. CoRR abs/2008.03674 (2020)
2010 – 2019
- 2019
- [j1]Sebastian Feld, Christoph Roch, Thomas Gabor, Christian Seidel, Florian Neukart, Isabella Galter, Wolfgang Mauerer, Claudia Linnhoff-Popien:
A Hybrid Solution Method for the Capacitated Vehicle Routing Problem Using a Quantum Annealer. Frontiers ICT 6: 13 (2019) - [c3]Thomy Phan, Thomas Gabor, Robert Müller, Christoph Roch, Claudia Linnhoff-Popien:
Adaptive Thompson Sampling Stacks for Memory Bounded Open-Loop Planning. IJCAI 2019: 5607-5613 - [c2]Robert Müller, Stefan Langer, Fabian Ritz, Christoph Roch, Steffen Illium, Claudia Linnhoff-Popien:
Soccer Team Vectors. PKDD/ECML Workshops (2) 2019: 247-257 - [i4]Thomas Gabor, Sebastian Zielinski, Sebastian Feld, Christoph Roch, Christian Seidel, Florian Neukart, Isabella Galter, Wolfgang Mauerer, Claudia Linnhoff-Popien:
Assessing Solution Quality of 3SAT on a Quantum Annealing Platform. CoRR abs/1902.04703 (2019) - [i3]Christoph Roch, Thomy Phan, Sebastian Feld, Robert Müller, Thomas Gabor, Claudia Linnhoff-Popien:
A Quantum Annealing Algorithm for Finding Pure Nash Equilibria in Graphical Games. CoRR abs/1903.06454 (2019) - [i2]Thomy Phan, Thomas Gabor, Robert Müller, Christoph Roch, Claudia Linnhoff-Popien:
Adaptive Thompson Sampling Stacks for Memory Bounded Open-Loop Planning. CoRR abs/1907.05861 (2019) - [i1]Robert Müller, Stefan Langer, Fabian Ritz, Christoph Roch, Steffen Illium, Claudia Linnhoff-Popien:
Soccer Team Vectors. CoRR abs/1908.00698 (2019) - 2017
- [c1]Thomas Gabor, Sebastian Zielinski, Sebastian Feld, Christoph Roch, Christian Seidel, Florian Neukart, Isabella Galter, Wolfgang Mauerer, Claudia Linnhoff-Popien:
Assessing Solution Quality of 3SAT on a Quantum Annealing Platform. QTOP@NetSys 2017: 23-35
Coauthor Index
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