Fabian Ritz

Publication Activity (10 Years)

Years Active: 2018-2024
Publications (10 Years): 40

Top Topics

Reinforcement Learning

Top Venues

Publications

Thomy Phan, Felix Sommer, Fabian Ritz, Philipp Altmann, Jonas Nüßlein, Michael Kölle, Lenz Belzner, Claudia Linnhoff-Popien
Emergent cooperation from mutual acknowledgment exchange in multi-agent reinforcement learning. Auton. Agents Multi Agent Syst. 38 (2) (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, Mohamad Hgog, Fabian Ritz, Philipp Altmann, Maximilian Zorn, Jonas Stein, Claudia Linnhoff-Popien
Quantum Advantage Actor-Critic for Reinforcement Learning. ICAART (1) (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. ICAART (1) (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)
Philipp Altmann, Céline Davignon, Maximilian Zorn, Fabian Ritz, Claudia Linnhoff-Popien, Thomas Gabor
REACT: Revealing Evolutionary Action Consequence Trajectories for Interpretable Reinforcement Learning. CoRR (2024)
Thomy Phan, Fabian Ritz, Jonas Nüßlein, Michael Kölle, Thomas Gabor, Claudia Linnhoff-Popien
Attention-Based Recurrency for Multi-Agent Reinforcement Learning under State Uncertainty. 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, Fabian Ritz, Leonard Feuchtinger, Jonas Nüßlein, Claudia Linnhoff-Popien, Thomy Phan
CROP: Towards Distributional-Shift Robust Reinforcement Learning using Compact Reshaped Observation Processing. CoRR (2023)
Philipp Altmann, Fabian Ritz, Leonard Feuchtinger, Jonas Nüßlein, Claudia Linnhoff-Popien, Thomy Phan
CROP: Towards Distributional-Shift Robust Reinforcement Learning Using Compact Reshaped Observation Processing. IJCAI (2023)
Philipp Altmann, Thomy Phan, Fabian Ritz, Thomas Gabor, Claudia Linnhoff-Popien
DIRECT: Learning from Sparse and Shifting Rewards using Discriminative Reward Co-Training. 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)
Fabian Ritz, Thomy Phan, Andreas Sedlmeier, Philipp Altmann, Jan Wieghardt, Reiner N. Schmid, Horst Sauer, Cornel Klein, Claudia Linnhoff-Popien, Thomas Gabor
Capturing Dependencies within Machine Learning via a Formal Process Model. CoRR (2022)
Thomy Phan, Felix Sommer, Philipp Altmann, Fabian Ritz, Lenz Belzner, Claudia Linnhoff-Popien
Emergent Cooperation from Mutual Acknowledgment Exchange. AAMAS (2022)
Fabian Ritz, Thomy Phan, Andreas Sedlmeier, Philipp Altmann, Jan Wieghardt, Reiner N. Schmid, Horst Sauer, Cornel Klein, Claudia Linnhoff-Popien, Thomas Gabor
Capturing Dependencies Within Machine Learning via a Formal Process Model. ISoLA (3) (2022)
Fabian Ritz, Daniel Ratke, Thomy Phan, Lenz Belzner, Claudia Linnhoff-Popien
A Sustainable Ecosystem through Emergent Cooperation in Multi-Agent Reinforcement Learning. ALIFE (2021)
Thomy Phan, Fabian Ritz, Lenz Belzner, Philipp Altmann, Thomas Gabor, Claudia Linnhoff-Popien
VAST: Value Function Factorization with Variable Agent Sub-Teams. NeurIPS (2021)
Robert Müller, Steffen Illium, Fabian Ritz, Kyrill Schmid
Analysis of Feature Representations for Anomalous Sound Detection. ICAART (2) (2021)
Robert Müller, Fabian Ritz, Steffen Illium, Claudia Linnhoff-Popien
Acoustic Anomaly Detection for Machine Sounds based on Image Transfer Learning. ICAART (2) (2021)
Fabian Ritz, Thomy Phan, Robert Müller, Thomas Gabor, Andreas Sedlmeier, Marc Zeller, Jan Wieghardt, Reiner N. Schmid, Horst Sauer, Cornel Klein, Claudia Linnhoff-Popien
SAT-MARL: Specification Aware Training in Multi-Agent Reinforcement Learning. ICAART (1) (2021)
Fabian Ritz, Thomy Phan, Robert Müller, Thomas Gabor, Andreas Sedlmeier, Marc Zeller, Jan Wieghardt, Reiner N. Schmid, Horst Sauer, Cornel Klein, Claudia Linnhoff-Popien
Specification Aware Multi-Agent Reinforcement Learning. ICAART (Revised Selected Papers) (2021)
Robert Müller, Steffen Illium, Fabian Ritz, Tobias Schröder, Christian Platschek, Jörg Ochs, Claudia Linnhoff-Popien
Acoustic Leak Detection in Water Networks. ICAART (2) (2021)
Thomy Phan, Lenz Belzner, Thomas Gabor, Andreas Sedlmeier, Fabian Ritz, Claudia Linnhoff-Popien
Resilient Multi-Agent Reinforcement Learning with Adversarial Value Decomposition. AAAI (2021)
Robert Müller, Fabian Ritz, Steffen Illium, Claudia Linnhoff-Popien
Acoustic Anomaly Detection for Machine Sounds based on Image Transfer Learning. CoRR (2020)
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)
Carsten Hahn, Fabian Ritz, Paula Wikidal, Thomy Phan, Thomas Gabor, Claudia Linnhoff-Popien
Foraging Swarms using Multi-Agent Reinforcement Learning. ALIFE (2020)
Thomy Phan, Thomas Gabor, Andreas Sedlmeier, Fabian Ritz, Bernhard Kempter, Cornel Klein, Horst Sauer, Reiner N. Schmid, Jan Wieghardt, Marc Zeller, Claudia Linnhoff-Popien
Learning and Testing Resilience in Cooperative Multi-Agent Systems. AAMAS (2020)
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)
Fabian Ritz, Felix Hohnstein, Robert Müller, Thomy Phan, Thomas Gabor, Carsten Hahn, Claudia Linnhoff-Popien
Towards Ecosystem Management from Greedy Reinforcement Learning in a Predator-Prey Setting. ALIFE (2020)
Robert Müller, Steffen Illium, Fabian Ritz, Kyrill Schmid
Analysis of Feature Representations for Anomalous Sound Detection. CoRR (2020)
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 (2020)
Thomas Gabor, Andreas Sedlmeier, Thomy Phan, Fabian Ritz, Marie Kiermeier, Lenz Belzner, Bernhard Kempter, Cornel Klein, Horst Sauer, Reiner N. Schmid, Jan Wieghardt, Marc Zeller, Claudia Linnhoff-Popien
The scenario coevolution paradigm: adaptive quality assurance for adaptive systems. Int. J. Softw. Tools Technol. Transf. 22 (4) (2020)
Robert Müller, Steffen Illium, Fabian Ritz, Tobias Schröder, Christian Platschek, Jörg Ochs, Claudia Linnhoff-Popien
Acoustic Leak Detection in Water Networks. CoRR (2020)
Fabian Ritz, Thomy Phan, Robert Müller, Thomas Gabor, Andreas Sedlmeier, Marc Zeller, Jan Wieghardt, Reiner N. Schmid, Horst Sauer, Cornel Klein, Claudia Linnhoff-Popien
SAT-MARL: Specification Aware Training in Multi-Agent Reinforcement Learning. CoRR (2020)
Robert Müller, Stefan Langer, Fabian Ritz, Christoph Roch, Steffen Illium, Claudia Linnhoff-Popien
Soccer Team Vectors. CoRR (2019)
Robert Müller, Stefan Langer, Fabian Ritz, Christoph Roch, Steffen Illium, Claudia Linnhoff-Popien
Soccer Team Vectors. PKDD/ECML Workshops (2) (2019)
Daniel Elsner, Stefan Langer, Fabian Ritz, Robert Müller, Steffen Illium
Deep Neural Baselines for Computational Paralinguistics. INTERSPEECH (2019)
Daniel Elsner, Stefan Langer, Fabian Ritz, Robert Müller, Steffen Illium
Deep Neural Baselines for Computational Paralinguistics. CoRR (2019)
Fabian Ritz, Alf Zugenmaier
The Impact of Uncle Rewards on Selfish Mining in Ethereum. CoRR (2018)
Fabian Ritz, Alf Zugenmaier
The Impact of Uncle Rewards on Selfish Mining in Ethereum. EuroS&P Workshops (2018)