Jonas Stein

Publication Activity (10 Years)

Years Active: 2017-2024
Publications (10 Years): 30

Top Topics

Unsupervised Anomaly Detection

Continuous Optimization

Machine Learning

Quantum Computing

Top Venues

GECCO Companion

Publications

Michael Kölle, Gerhard Stenzel, Jonas Stein, Sebastian Zielinski, Björn Ommer, Claudia Linnhoff-Popien
Quantum Denoising Diffusion Models. CoRR (2024)
Michael Kölle, Tom Schubert, Philipp Altmann, Maximilian Zorn, Jonas Stein, Claudia Linnhoff-Popien
A Reinforcement Learning Environment for Directed Quantum Circuit Synthesis. CoRR (2024)
Michael Kölle, Mohamad Hgog, Fabian Ritz, Philipp Altmann, Maximilian Zorn, Jonas Stein, Claudia Linnhoff-Popien
Quantum Advantage Actor-Critic for Reinforcement Learning. CoRR (2024)
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)
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 (2023)
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)
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)
Jonas Stein, Ivo Christ, Nicolas Kraus, Maximilian Balthasar Mansky, Robert Müller, Claudia Linnhoff-Popien
Applying QNLP to sentiment analysis in finance. CoRR (2023)
Philipp Altmann, Adelina Bärligea, Jonas Stein, Michael Kölle, Thomas Gabor, Thomy Phan, Claudia Linnhoff-Popien
Challenges for Reinforcement Learning in Quantum Computing. CoRR (2023)
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 (2023)
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 (2023)
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 (2023)
Jonas Stein, Jornt Mandemakers, Arnout van de Rijt
Limited evidence for structural balance in the family. Netw. Sci. 11 (4) (2023)
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 (2023)
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 (2023)
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)
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)
Jonas Stein, Navid Roshani, Maximilian Zorn, Philipp Altmann, Michael Kölle, Claudia Linnhoff-Popien
Improving Parameter Training for VQEs by Sequential Hamiltonian Assembly. CoRR (2023)
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 (2023)
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)
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 (2023)
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 (2023)
Jonas Stein, Ivo Christ, Nicolas Kraus, Maximilian Balthasar Mansky, Robert Müller, Claudia Linnhoff-Popien
Applying QNLP to Sentiment Analysis in Finance. QCE (2023)
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 (2023)
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)
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 (2022)
Jonas Stein, Dominik Ott, Mirco Schönfeld, Sebastian Feld
NISQ-ready community detection based on separation-node identification. CoRR (2022)
Thomas Gabor, Michael Lachner, Nico Kraus, Christoph Roch, Jonas Stein, Daniel Ratke, Claudia Linnhoff-Popien
Modifying the quantum-assisted genetic algorithm. GECCO Companion (2022)
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 (2022)
Jonas Stein, Julia Steinhoff-Wagner, Onur Bozkurt, Susanne Lehnert, Brigitte Petersen
Anforderungen an Datenfusion und digitale Transformation innerhalb eines auf Einzeltierkennzeichnung basierten Informations- und Kommunikationssystems für Schweinefleisch-erzeugende Ketten. GIL Jahrestagung (2017)