Fabian Ritz

50 papers A* 4A 4C 4Journal 23Unranked 14
YearRankTypeTitle / Venue / Authors
2026 J jnl
Surrogate Fitness Metrics for Interpretable Reinforcement Learning.
SN Comput. Sci.
Philipp Altmann, Céline Davignon, Maximilian Zorn, Fabian Ritz, Claudia Linnhoff-Popien, Thomas Gabor
2025 J jnl
Correction: Discriminative reward co-training.
Neural Comput. Appl.
Philipp Altmann, Fabian Ritz, Maximilian Zorn, Michael Kölle, Thomy Phan, Thomas Gabor, Claudia Linnhoff-Popien
2025 J jnl
Discriminative reward co-training.
Neural Comput. Appl.
Philipp Altmann, Fabian Ritz, Maximilian Zorn, Michael Kölle, Thomy Phan, Thomas Gabor, Claudia Linnhoff-Popien
2025 — conf
Optimizing Sensor Redundancy in Sequential Decision-Making Problems.
ICAART (1)
Jonas Nüßlein, Maximilian Zorn, Fabian Ritz, Jonas Stein, Gerhard Stenzel, Julian Schönberger, Thomas Gabor, Claudia Linnhoff-Popien
2025 — —
Selbstorganisation, Selbstausrichtung und Selbstanpassung in lernenden Multi-Agenten-Systemen.
Fabian Ritz
2025 J jnl
Surrogate Fitness Metrics for Interpretable Reinforcement Learning.
CoRR
Philipp Altmann, Céline Davignon, Maximilian Zorn, Fabian Ritz, Claudia Linnhoff-Popien, Thomas Gabor
2024 — conf
Aquarium: A Comprehensive Framework for Exploring Predator-Prey Dynamics Through Multi-Agent Reinforcement Learning Algorithms.
ICAART (1)
Michael Kölle, Yannick Erpelding, Fabian Ritz, Thomy Phan, Steffen Illium, Claudia Linnhoff-Popien
2024 J jnl
Aquarium: A Comprehensive Framework for Exploring Predator-Prey Dynamics through Multi-Agent Reinforcement Learning Algorithms.
CoRR
Michael Kölle, Yannick Erpelding, Fabian Ritz, Thomy Phan, Steffen Illium, Claudia Linnhoff-Popien
2024 J jnl
Emergence in Multi-Agent Systems: A Safety Perspective.
CoRR
Philipp Altmann, Julian Schönberger, Steffen Illium, Maximilian Zorn, Fabian Ritz, Tom Haider, Simon Burton, Thomas Gabor
2024 — conf
Emergence in Multi-agent Systems: A Safety Perspective.
ISoLA (2)
Philipp Altmann, Julian Schönberger, Steffen Illium, Maximilian Zorn, Fabian Ritz, Tom Haider, Simon Burton, Thomas Gabor
2024 J jnl
Emergent cooperation from mutual acknowledgment exchange in multi-agent reinforcement learning.
Auton. Agents Multi Agent Syst.
Thomy Phan, Felix Sommer, Fabian Ritz, Philipp Altmann, Jonas Nüßlein, Michael Kölle, Lenz Belzner, Claudia Linnhoff-Popien
2024 J jnl
Optimizing Sensor Redundancy in Sequential Decision-Making Problems.
CoRR
Jonas Nüßlein, Maximilian Zorn, Fabian Ritz, Jonas Stein, Gerhard Stenzel, Julian Schönberger, Thomas Gabor, Claudia Linnhoff-Popien
2024 — conf
Quantum Advantage Actor-Critic for Reinforcement Learning.
ICAART (1)
Michael Kölle, Mohamad Hgog, Fabian Ritz, Philipp Altmann, Maximilian Zorn, Jonas Stein, Claudia Linnhoff-Popien
2024 J jnl
Quantum Advantage Actor-Critic for Reinforcement Learning.
CoRR
Michael Kölle, Mohamad Hgog, Fabian Ritz, Philipp Altmann, Maximilian Zorn, Jonas Stein, Claudia Linnhoff-Popien
2024 C conf
REACT: Revealing Evolutionary Action Consequence Trajectories for Interpretable Reinforcement Learning.
IJCCI
Philipp Altmann, Céline Davignon, Maximilian Zorn, Fabian Ritz, Claudia Linnhoff-Popien, Thomas Gabor
2024 J jnl
REACT: Revealing Evolutionary Action Consequence Trajectories for Interpretable Reinforcement Learning.
CoRR
Philipp Altmann, Céline Davignon, Maximilian Zorn, Fabian Ritz, Claudia Linnhoff-Popien, Thomas Gabor
2023 A* conf
Attention-Based Recurrence for Multi-Agent Reinforcement Learning under Stochastic Partial Observability.
ICML
Thomy Phan, Fabian Ritz, Philipp Altmann, Maximilian Zorn, Jonas Nüßlein, Michael Kölle, Thomas Gabor, Claudia Linnhoff-Popien
2023 A conf
Attention-Based Recurrency for Multi-Agent Reinforcement Learning under State Uncertainty.
AAMAS
Thomy Phan, Fabian Ritz, Jonas Nüßlein, Michael Kölle, Thomas Gabor, Claudia Linnhoff-Popien
2023 J jnl
Attention-Based Recurrency for Multi-Agent Reinforcement Learning under State Uncertainty.
CoRR
Thomy Phan, Fabian Ritz, Jonas Nüßlein, Michael Kölle, Thomas Gabor, Claudia Linnhoff-Popien
2023 A* conf
CROP: Towards Distributional-Shift Robust Reinforcement Learning Using Compact Reshaped Observation Processing.
IJCAI
Philipp Altmann, Fabian Ritz, Leonard Feuchtinger, Jonas Nüßlein, Claudia Linnhoff-Popien, Thomy Phan
2023 J jnl
CROP: Towards Distributional-Shift Robust Reinforcement Learning using Compact Reshaped Observation Processing.
CoRR
Philipp Altmann, Fabian Ritz, Leonard Feuchtinger, Jonas Nüßlein, Claudia Linnhoff-Popien, Thomy Phan
2023 J jnl
DIRECT: Learning from Sparse and Shifting Rewards using Discriminative Reward Co-Training.
CoRR
Philipp Altmann, Thomy Phan, Fabian Ritz, Thomas Gabor, Claudia Linnhoff-Popien
2022 — conf
Capturing Dependencies Within Machine Learning via a Formal Process Model.
ISoLA (3)
Fabian Ritz, Thomy Phan, Andreas Sedlmeier, Philipp Altmann, Jan Wieghardt, Reiner N. Schmid, Horst Sauer, Cornel Klein, Claudia Linnhoff-Popien, Thomas Gabor
2022 J jnl
Capturing Dependencies within Machine Learning via a Formal Process Model.
CoRR
Fabian Ritz, Thomy Phan, Andreas Sedlmeier, Philipp Altmann, Jan Wieghardt, Reiner N. Schmid, Horst Sauer, Cornel Klein, Claudia Linnhoff-Popien, Thomas Gabor
2022 A conf
Emergent Cooperation from Mutual Acknowledgment Exchange.
AAMAS
Thomy Phan, Felix Sommer, Philipp Altmann, Fabian Ritz, Lenz Belzner, Claudia Linnhoff-Popien
2021 C conf
A Sustainable Ecosystem through Emergent Cooperation in Multi-Agent Reinforcement Learning.
ALIFE
Fabian Ritz, Daniel Ratke, Thomy Phan, Lenz Belzner, Claudia Linnhoff-Popien
2021 — conf
Acoustic Anomaly Detection for Machine Sounds based on Image Transfer Learning.
ICAART (2)
Robert Müller, Fabian Ritz, Steffen Illium, Claudia Linnhoff-Popien
2021 — conf
Acoustic Leak Detection in Water Networks.
ICAART (2)
Robert Müller, Steffen Illium, Fabian Ritz, Tobias Schröder, Christian Platschek, Jörg Ochs, Claudia Linnhoff-Popien
2021 — conf
Analysis of Feature Representations for Anomalous Sound Detection.
ICAART (2)
Robert Müller, Steffen Illium, Fabian Ritz, Kyrill Schmid
2021 A* conf
Resilient Multi-Agent Reinforcement Learning with Adversarial Value Decomposition.
AAAI
Thomy Phan, Lenz Belzner, Thomas Gabor, Andreas Sedlmeier, Fabian Ritz, Claudia Linnhoff-Popien
2021 — conf
SAT-MARL: Specification Aware Training in Multi-Agent Reinforcement Learning.
ICAART (1)
Fabian Ritz, Thomy Phan, Robert Müller, Thomas Gabor, Andreas Sedlmeier, Marc Zeller, Jan Wieghardt, Reiner N. Schmid, Horst Sauer, Cornel Klein, Claudia Linnhoff-Popien
2021 — conf
Specification Aware Multi-Agent Reinforcement Learning.
ICAART (Revised Selected Papers)
Fabian Ritz, Thomy Phan, Robert Müller, Thomas Gabor, Andreas Sedlmeier, Marc Zeller, Jan Wieghardt, Reiner N. Schmid, Horst Sauer, Cornel Klein, Claudia Linnhoff-Popien
2021 A* conf
VAST: Value Function Factorization with Variable Agent Sub-Teams.
NeurIPS
Thomy Phan, Fabian Ritz, Lenz Belzner, Philipp Altmann, Thomas Gabor, Claudia Linnhoff-Popien
2020 J jnl
Acoustic Anomaly Detection for Machine Sounds based on Image Transfer Learning.
CoRR
Robert Müller, Fabian Ritz, Steffen Illium, Claudia Linnhoff-Popien
2020 J jnl
Acoustic Leak Detection in Water Networks.
CoRR
Robert Müller, Steffen Illium, Fabian Ritz, Tobias Schröder, Christian Platschek, Jörg Ochs, Claudia Linnhoff-Popien
2020 J jnl
Analysis of Feature Representations for Anomalous Sound Detection.
CoRR
Robert Müller, Steffen Illium, Fabian Ritz, Kyrill Schmid
2020 C conf
Foraging Swarms using Multi-Agent Reinforcement Learning.
ALIFE
Carsten Hahn, Fabian Ritz, Paula Wikidal, Thomy Phan, Thomas Gabor, Claudia Linnhoff-Popien
2020 A conf
Learning and Testing Resilience in Cooperative Multi-Agent Systems.
AAMAS
Thomy Phan, Thomas Gabor, Andreas Sedlmeier, Fabian Ritz, Bernhard Kempter, Cornel Klein, Horst Sauer, Reiner N. Schmid, Jan Wieghardt, Marc Zeller, Claudia Linnhoff-Popien
2020 — conf
Nash Equilibria in Multi-Agent Swarms.
ICAART (1)
Carsten Hahn, Thomy Phan, Sebastian Feld, Christoph Roch, Fabian Ritz, Andreas Sedlmeier, Thomas Gabor, Claudia Linnhoff-Popien
2020 J jnl
SAT-MARL: Specification Aware Training in Multi-Agent Reinforcement Learning.
CoRR
Fabian Ritz, Thomy Phan, Robert Müller, Thomas Gabor, Andreas Sedlmeier, Marc Zeller, Jan Wieghardt, Reiner N. Schmid, Horst Sauer, Cornel Klein, Claudia Linnhoff-Popien
2020 — conf
The Holy Grail of Quantum Artificial Intelligence: Major Challenges in Accelerating the Machine Learning Pipeline.
ICSE (Workshops)
Thomas Gabor, Leo Sünkel, Fabian Ritz, Thomy Phan, Lenz Belzner, Christoph Roch, Sebastian Feld, Claudia Linnhoff-Popien
2020 J jnl
The Holy Grail of Quantum Artificial Intelligence: Major Challenges in Accelerating the Machine Learning Pipeline.
CoRR
Thomas Gabor, Leo Sünkel, Fabian Ritz, Thomy Phan, Lenz Belzner, Christoph Roch, Sebastian Feld, Claudia Linnhoff-Popien
2020 J jnl
The scenario coevolution paradigm: adaptive quality assurance for adaptive systems.
Int. J. Softw. Tools Technol. Transf.
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
2020 C conf
Towards Ecosystem Management from Greedy Reinforcement Learning in a Predator-Prey Setting.
ALIFE
Fabian Ritz, Felix Hohnstein, Robert Müller, Thomy Phan, Thomas Gabor, Carsten Hahn, Claudia Linnhoff-Popien
2019 A conf
Deep Neural Baselines for Computational Paralinguistics.
INTERSPEECH
Daniel Elsner, Stefan Langer, Fabian Ritz, Robert Müller, Steffen Illium
2019 J jnl
Deep Neural Baselines for Computational Paralinguistics.
CoRR
Daniel Elsner, Stefan Langer, Fabian Ritz, Robert Müller, Steffen Illium
2019 — conf
Soccer Team Vectors.
PKDD/ECML Workshops (2)
Robert Müller, Stefan Langer, Fabian Ritz, Christoph Roch, Steffen Illium, Claudia Linnhoff-Popien
2019 J jnl
Soccer Team Vectors.
CoRR
Robert Müller, Stefan Langer, Fabian Ritz, Christoph Roch, Steffen Illium, Claudia Linnhoff-Popien
2018 — conf
The Impact of Uncle Rewards on Selfish Mining in Ethereum.
EuroS&P Workshops
Fabian Ritz, Alf Zugenmaier
2018 J jnl
The Impact of Uncle Rewards on Selfish Mining in Ethereum.
CoRR
Fabian Ritz, Alf Zugenmaier