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Michael Kölle
ORCID
Publication Activity (10 Years)
Years Active: 2023-2024
Publications (10 Years): 19
Top Topics
Unsupervised Anomaly Detection
Reinforcement Learning
Continuous Optimization
Partial Observability
Top Venues
CoRR
DeLTA
AAMAS
ICML
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Publications
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Michael Kölle
,
Gerhard Stenzel
,
Jonas Stein
,
Sebastian Zielinski
,
Björn Ommer
,
Claudia Linnhoff-Popien
Quantum Denoising Diffusion Models.
CoRR
(2024)
Michael Kölle
,
Yannick Erpelding
,
Fabian Ritz
,
Thomy Phan
,
Steffen Illium
,
Claudia Linnhoff-Popien
Aquarium: A Comprehensive Framework for Exploring Predator-Prey Dynamics through Multi-Agent Reinforcement Learning Algorithms.
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)
Robert Müller
,
Hasan Turalic
,
Thomy Phan
,
Michael Kölle
,
Jonas Nüßlein
,
Claudia Linnhoff-Popien
ClusterComm: Discrete Communication in Decentralized MARL using Internal Representation Clustering.
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)
Michael Kölle
,
Afrae Ahouzi
,
Pascal Debus
,
Robert Müller
,
Daniëlle Schuman
,
Claudia Linnhoff-Popien
Towards Efficient Quantum Anomaly Detection: One-Class SVMs using Variable Subsampling and Randomized Measurements.
CoRR
(2023)
Thomy Phan
,
Fabian Ritz
,
Jonas Nüßlein
,
Michael Kölle
,
Thomas Gabor
,
Claudia Linnhoff-Popien
Attention-Based Recurrency for Multi-Agent Reinforcement Learning under State Uncertainty.
AAMAS
(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)
Michael Kölle
,
Felix Topp
,
Thomy Phan
,
Philipp Altmann
,
Jonas Nüßlein
,
Claudia Linnhoff-Popien
Multi-Agent Quantum Reinforcement Learning using Evolutionary Optimization.
CoRR
(2023)
Michael Kölle
,
Steffen Illium
,
Maximilian Zorn
,
Jonas Nüßlein
,
Patrick Suchostawski
,
Claudia Linnhoff-Popien
Improving Primate Sounds Classification Using Binary Presorting for Deep Learning.
DeLTA
(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)
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)
Michael Kölle
,
Steffen Illium
,
Maximilian Zorn
,
Jonas Nüßlein
,
Patrick Suchostawski
,
Claudia Linnhoff-Popien
Improving Primate Sounds Classification using Binary Presorting for Deep Learning.
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)
Thomy Phan
,
Fabian Ritz
,
Philipp Altmann
,
Maximilian Zorn
,
Jonas Nüßlein
,
Michael Kölle
,
Thomas Gabor
,
Claudia Linnhoff-Popien
Attention-Based Recurrence for Multi-Agent Reinforcement Learning under Stochastic Partial Observability.
ICML
(2023)