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ORCIDClaudia Linnhoff-Popien
Publications
- 2025
[c181]Tobias Rohe, Simon Grätz, Michael Kölle, Sebastian Zielinski, Jonas Stein, Claudia Linnhoff-Popien:
From Problem to Solution: A General Pipeline to Solve Optimisation Problems on Quantum Hardware. FICC (3) 2025: 21-41- [c176]Jonas Nüßlein, Maximilian Zorn, Fabian Ritz, Jonas Stein, Gerhard Stenzel, Julian Schönberger
, Thomas Gabor, Claudia Linnhoff-Popien:
Optimizing Sensor Redundancy in Sequential Decision-Making Problems. ICAART (1) 2025: 245-252 - [c174]Tobias Rohe, Barbara Böhm, Michael Kölle, Jonas Stein, Robert Müller, Claudia Linnhoff-Popien:
Coconut Palm Tree Counting on Drone Images with Deep Object Detection and Synthetic Training Data. ICAART (3) 2025: 662-669 - [c170]Jonas Nüßlein, Leo Sünkel, Jonas Stein, Tobias Rohe, Daniëlle Schuman, Sebastian Feld, Corey O'Meara, Giorgio Cortiana, Claudia Linnhoff-Popien:
Reducing QUBO Density by Factoring out Semi-Symmetries. ICAART (1) 2025: 783-792 - [c169]Michael Kölle, Alexander Feist, Jonas Stein, Sebastian Wölckert, Claudia Linnhoff-Popien:
Evaluating Parameter-Based Training Performance of Neural Networks and Variational Quantum Circuits. ICCS (4) 2025: 275-282 - [c168]Tobias Rohe, Maximilian Balthasar Mansky, Michael Kölle, Jonas Stein, Leo Sünkel, Claudia Linnhoff-Popien:
Accelerated VQE: Parameter Recycling for Similar Recurring Problem Instances. I4CS 2025: 63-78 - [i74]Michael Kölle, Alexander Feist, Jonas Stein, Sebastian Wölckert, Claudia Linnhoff-Popien:
Evaluating Parameter-Based Training Performance of Neural Networks and Variational Quantum Circuits. CoRR abs/2504.07273 (2025) - 2024
- [c166]Philipp Altmann, Adelina Bärligea, Jonas Stein, Michael Kölle, Thomas Gabor, Thomy Phan, Claudia Linnhoff-Popien:
Quantum Circuit Design: A Reinforcement Learning Challenge. AAMAS 2024: 2123-2125 - [c161]Michael Kölle, Tom Schubert, Philipp Altmann, Maximilian Zorn, Jonas Stein, Claudia Linnhoff-Popien:
A Reinforcement Learning Environment for Directed Quantum Circuit Synthesis. ICAART (1) 2024: 83-94 - [c160]Jonas Stein, Navid Roshani, Maximilian Zorn, Philipp Altmann, Michael Kölle, Claudia Linnhoff-Popien:
Improving Parameter Training for VQEs by Sequential Hamiltonian Assembly. ICAART (2) 2024: 99-109 - [c159]Jonas Stein, Daniëlle Schuman, Magdalena Benkard, Thomas Holger, Wanja Sajko, Michael Kölle, Jonas Nüßlein, Leo Sünkel, Olivier Salomon, Claudia Linnhoff-Popien:
Exploring Unsupervised Anomaly Detection with Quantum Boltzmann Machines in Fraud Detection. ICAART (2) 2024: 177-185 - [c158]Navid Roshani, Jonas Stein, Maximilian Zorn, Michael Kölle, Philipp Altmann, Claudia Linnhoff-Popien:
Sequential Hamiltonian Assembly: Enhancing the Training of Combinatorial Optimization Problems on Quantum Computers. ICAART (Revised Selected Paper, 1) 2024: 252-271 - [c157]Michael Kölle, Mohamad Hgog, Fabian Ritz, Philipp Altmann, Maximilian Zorn, Jonas Stein, Claudia Linnhoff-Popien:
Quantum Advantage Actor-Critic for Reinforcement Learning. ICAART (1) 2024: 297-304 - [c154]Jonas Stein, Michael Poppel, Philip Adamczyk, Ramona Fabry, Zixin Wu, Michael Kölle, Jonas Nüßlein, Daniëlle Schuman, Philipp Altmann, Thomas Ehmer, Vijay Narasimhan, Claudia Linnhoff-Popien:
Benchmarking Quantum Surrogate Models on Scarce and Noisy Data. ICAART (3) 2024: 352-359 - [c153]Michael Kölle, Jonas Maurer, Philipp Altmann, Leo Sünkel, Jonas Stein, Julian Hager, Sebastian Zielinski, Claudia Linnhoff-Popien:
Quantum Transfer Learning: The Impact of Classical Preprocessing. ICAART (Revised Selected Paper, 1) 2024: 368-403 - [c152]Michael Kölle, Jonas Maurer, Philipp Altmann, Leo Sünkel, Jonas Stein, Claudia Linnhoff-Popien:
Disentangling Quantum and Classical Contributions in Hybrid Quantum Machine Learning Architectures. ICAART (3) 2024: 649-656 - [c151]Jonas Stein, Tobias Rohe, Francesco Nappi, Julian Hager, David Bucher, Maximilian Zorn, Michael Kölle, Claudia Linnhoff-Popien:
Introducing Reduced-Width QNNs, an AI-Inspired Ansatz Design Pattern. ICAART (3) 2024: 1127-1134 - [c147]David Bucher, Nico Kraus, Jonas Blenninger, Michael Lachner, Jonas Stein, Claudia Linnhoff-Popien:
Towards Robust Benchmarking of Quantum Optimization Algorithms. QCE 2024: 159-170 - [c146]Jonas Stein, Jonas Blenninger, David Bucher, Josef Peter Eder, Elif Çetiner, Maximilian Zorn, Claudia Linnhoff-Popien:
CUAOA: A Novel CUDA-Accelerated Simulation Framework for the QAOA. QCE 2024: 280-285 - [c144]Tobias Rohe, Daniëlle Schuman, Jonas Nüßlein, Leo Sünkel, Jonas Stein, Claudia Linnhoff-Popien:
The Questionable Influence of Entanglement in Quantum Optimisation Algorithms. QCE 2024: 1497-1503 - [c143]Philipp Altmann, Jonas Stein, Michael Kölle, Adelina Bärligea, Maximilian Zorn, Thomas Gabor, Thomy Phan, Sebastian Feld, Claudia Linnhoff-Popien:
Challenges for Reinforcement Learning in Quantum Circuit Design. QCE 2024: 1600-1610 - [c142]Maximilian Zorn, Jonas Stein, Philipp Altmann, Michael Kölle, Claudia Linnhoff-Popien, Thomas Gabor:
Cohesive Quantum Circuit Layer Construction with Reinforcement Learning. QCE 2024: 1721-1730 - [c141]Michael Kölle, Gerhard Stenzel, Jonas Stein, Sebastian Zielinski, Björn Ommer, Claudia Linnhoff-Popien:
Quantum Denoising Diffusion Models. QSW 2024: 88-98 - [d1]Jonas Blenninger, Jonas Stein, David Bucher, Josef Peter Eder, Elif Çetiner, Maximilian Zorn, Claudia Linnhoff-Popien:
CUAOA: A Novel CUDA-Accelerated Simulation Framework for the QAOA. Zenodo, 2024
- [i71]Michael Kölle, Mohamad Hgog, Fabian Ritz, Philipp Altmann, Maximilian Zorn, Jonas Stein, Claudia Linnhoff-Popien:
Quantum Advantage Actor-Critic for Reinforcement Learning. CoRR abs/2401.07043 (2024) - [i70]Michael Kölle, Gerhard Stenzel, Jonas Stein, Sebastian Zielinski, Björn Ommer, Claudia Linnhoff-Popien:
Quantum Denoising Diffusion Models. CoRR abs/2401.07049 (2024) - [i69]Michael Kölle, Tom Schubert, Philipp Altmann, Maximilian Zorn, Jonas Stein, Claudia Linnhoff-Popien:
A Reinforcement Learning Environment for Directed Quantum Circuit Synthesis. CoRR abs/2401.07054 (2024) - [i65]David Bucher, Nico Kraus, Jonas Blenninger, Michael Lachner, Jonas Stein, Claudia Linnhoff-Popien:
Towards Robust Benchmarking of Quantum Optimization Algorithms. CoRR abs/2405.07624 (2024) - [i63]Jonas Stein, Jonas Blenninger, David Bucher, Josef Peter Eder, Elif Çetiner, Maximilian Zorn, Claudia Linnhoff-Popien:
CUAOA: A Novel CUDA-Accelerated Simulation Framework for the QAOA. CoRR abs/2407.13012 (2024) - [i62]Tobias Rohe, Daniëlle Schuman, Jonas Nüßlein, Leo Sünkel, Jonas Stein, Claudia Linnhoff-Popien:
The Questionable Influence of Entanglement in Quantum Optimisation Algorithms. CoRR abs/2407.17204 (2024) - [i58]Navid Roshani, Jonas Stein, Maximilian Zorn, Michael Kölle, Philipp Altmann, Claudia Linnhoff-Popien:
Sequential Hamiltonian Assembly: Enhancing the training of combinatorial optimization problems on quantum computers. CoRR abs/2408.04751 (2024) - [i56]Jonas Nüßlein, Maximilian Zorn, Fabian Ritz, Jonas Stein, Gerhard Stenzel, Julian Schönberger, Thomas Gabor, Claudia Linnhoff-Popien:
Optimizing Sensor Redundancy in Sequential Decision-Making Problems. CoRR abs/2412.07686 (2024) - [i55]Tobias Rohe, Barbara Böhm, Michael Kölle, Jonas Stein, Robert Müller, Claudia Linnhoff-Popien:
Coconut Palm Tree Counting on Drone Images with Deep Object Detection and Synthetic Training Data. CoRR abs/2412.11949 (2024) - 2023
- [c137]Jonas Stein, Farbod Chamanian, Maximilian Zorn, Jonas Nüßlein, Sebastian Zielinski, Michael Kölle, Claudia Linnhoff-Popien:
Evidence that PUBO outperforms QUBO when solving continuous optimization problems with the QAOA. GECCO Companion 2023: 2254-2262 - [c136]Sebastian Zielinski, Jonas Nüßlein, Jonas Stein, Thomas Gabor, Claudia Linnhoff-Popien, Sebastian Feld:
Influence of Different 3SAT-to-QUBO Transformations on the Solution Quality of Quantum Annealing: A Benchmark Study. GECCO Companion 2023: 2263-2271 - [c135]Michael Kölle, Alessandro Giovagnoli, Jonas Stein, Maximilian Balthasar Mansky, Julian Hager, Claudia Linnhoff-Popien:
Improving Convergence for Quantum Variational Classifiers Using Weight Re-Mapping. ICAART (2) 2023: 251-258 - [c134]Michael Kölle, Alessandro Giovagnoli, Jonas Stein, Maximilian Balthasar Mansky, Julian Hager, Tobias Rohe, Robert Müller, Claudia Linnhoff-Popien:
Weight Re-mapping for Variational Quantum Algorithms. ICAART (Revised Selected Paper) 2023: 286-309 - [c132]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 - [c129]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 - [c126]Jonas Stein, Ivo Christ, Nicolas Kraus, Maximilian Balthasar Mansky, Robert Müller, Claudia Linnhoff-Popien:
Applying QNLP to Sentiment Analysis in Finance. QCE 2023: 20-25 - [c125]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 - [c124]Petros Stougiannidis, Jonas Stein, David Bucher, Sebastian Zielinski, Claudia Linnhoff-Popien, Sebastian Feld:
Approximative Lookup-Tables and Arbitrary Function Rotations for Facilitating NISQ-Implementations of the HHL and Beyond. QCE 2023: 151-160 - [c121]Maximilian Balthasar Mansky, Franziska Wörle, Jonas Korbinian Stein, Robert Müller, Claudia Linnhoff-Popien:
Adapting the DisCoCat-Model for Question Answering in the Chinese Language. QCE 2023: 591-600 - [i53]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) - [i48]Jonas Stein, Farbod Chamanian, Maximilian Zorn, Jonas Nüßlein, Sebastian Zielinski, Michael Kölle, Claudia Linnhoff-Popien:
Evidence that PUBO outperforms QUBO when solving continuous optimization problems with the QAOA. CoRR abs/2305.03390 (2023) - [i47]Jonas Stein, Jezer Jojo, Afrah Farea, David Bucher, Philipp Altmann, Claudia Linnhoff-Popien:
Combining the QAOA and HHL Algorithm to achieve a Substantial Quantum Speedup for the Unit Commitment Problem. CoRR abs/2305.08482 (2023) - [i46]Jonas Stein, Daniëlle Schuman, Magdalena Benkard, Thomas Holger, Wanja Sajko, Michael Kölle, Jonas Nüßlein, Leo Sünkel, Olivier Salomon, Claudia Linnhoff-Popien:
Exploring Unsupervised Anomaly Detection with Quantum Boltzmann Machines in Fraud Detection. CoRR abs/2306.04998 (2023) - [i45]Petros Stougiannidis, Jonas Stein, David Bucher, Sebastian Zielinski, Claudia Linnhoff-Popien, Sebastian Feld:
Approximative lookup-tables and arbitrary function rotations for facilitating NISQ-implementations of the HHL and beyond. CoRR abs/2306.05024 (2023) - [i44]Jonas Stein, Michael Poppel, Philip Adamczyk, Ramona Fabry, Zixin Wu, Michael Kölle, Jonas Nüßlein, Daniëlle Schuman, Philipp Altmann, Thomas Ehmer, Vijay Narasimhan, Claudia Linnhoff-Popien:
Quantum Surrogate Modeling for Chemical and Pharmaceutical Development. CoRR abs/2306.05042 (2023) - [i43]Jonas Stein, Tobias Rohe, Francesco Nappi, Julian Hager, David Bucher, Maximilian Zorn, Michael Kölle, Claudia Linnhoff-Popien:
Introducing Reducing-Width-QNNs, an AI-inspired Ansatz design pattern. CoRR abs/2306.05047 (2023) - [i42]Michael Kölle, Alessandro Giovagnoli, Jonas Stein, Maximilian Balthasar Mansky, Julian Hager, Tobias Rohe, Robert Müller, Claudia Linnhoff-Popien:
Weight Re-Mapping for Variational Quantum Algorithms. CoRR abs/2306.05776 (2023) - [i40]Jonas Stein, Ivo Christ, Nicolas Kraus, Maximilian Balthasar Mansky, Robert Müller, Claudia Linnhoff-Popien:
Applying QNLP to sentiment analysis in finance. CoRR abs/2307.11788 (2023) - [i38]Michael Kölle, Jonas Maurer, Philipp Altmann, Leo Sünkel, Jonas Stein, Claudia Linnhoff-Popien:
Disentangling Quantum and Classical Contributions in Hybrid Quantum Machine Learning Architectures. CoRR abs/2311.05559 (2023) - [i37]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) - [i36]Jonas Stein, Navid Roshani, Maximilian Zorn, Philipp Altmann, Michael Kölle, Claudia Linnhoff-Popien:
Improving Parameter Training for VQEs by Sequential Hamiltonian Assembly. CoRR abs/2312.05552 (2023) - [i34]Philipp Altmann, Adelina Bärligea, Jonas Stein, Michael Kölle, Thomas Gabor, Thomy Phan, Claudia Linnhoff-Popien:
Challenges for Reinforcement Learning in Quantum Computing. CoRR abs/2312.11337 (2023) - 2022
- [c117]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 - [i24]Michael Kölle, Alessandro Giovagnoli, Jonas Stein, Maximilian Balthasar Mansky, Julian Hager, Claudia Linnhoff-Popien:
Improving Convergence for Quantum Variational Classifiers using Weight Re-Mapping. CoRR abs/2212.14807 (2022)
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