Fabian Ritz

According to our database, Fabian Ritz authored at least 29 papers between 2018 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

Emergent cooperation from mutual acknowledgment exchange in multi-agent reinforcement learning.

Thomy Phan, Felix Sommer, Fabian Ritz, Philipp Altmann, Jonas Nüßlein, Michael Kölle, Lenz Belzner, Claudia Linnhoff-Popien

Auton. Agents Multi Agent Syst., December, 2024

Optimizing Sensor Redundancy in Sequential Decision-Making Problems.

Jonas Nüßlein, Maximilian Zorn, Fabian Ritz, Jonas Stein, Gerhard Stenzel, Julian Schönberger, Thomas Gabor, Claudia Linnhoff-Popien

CoRR, 2024

Emergence in Multi-agent Systems: A Safety Perspective.

Philipp Altmann, Julian Schönberger, Steffen Illium, Maximilian Zorn, Fabian Ritz, Tom Haider, Simon Burton, Thomas Gabor

Proceedings of the Leveraging Applications of Formal Methods, Verification and Validation. Rigorous Engineering of Collective Adaptive Systems, 2024

REACT: Revealing Evolutionary Action Consequence Trajectories for Interpretable Reinforcement Learning.

Philipp Altmann, Céline Davignon, Maximilian Zorn, Fabian Ritz, Claudia Linnhoff-Popien, Thomas Gabor

Proceedings of the 16th International Joint Conference on Computational Intelligence, 2024

Quantum Advantage Actor-Critic for Reinforcement Learning.

Michael Kölle, Mohamad Hgog, Fabian Ritz, Philipp Altmann, Maximilian Zorn, Jonas Stein, Claudia Linnhoff-Popien

Proceedings of the 16th International Conference on Agents and Artificial Intelligence, 2024

Aquarium: A Comprehensive Framework for Exploring Predator-Prey Dynamics Through Multi-Agent Reinforcement Learning Algorithms.

Michael Kölle, Yannick Erpelding, Fabian Ritz, Thomy Phan, Steffen Illium, Claudia Linnhoff-Popien

Proceedings of the 16th International Conference on Agents and Artificial Intelligence, 2024

2023

DIRECT: Learning from Sparse and Shifting Rewards using Discriminative Reward Co-Training.

Philipp Altmann, Thomy Phan, Fabian Ritz, Thomas Gabor, Claudia Linnhoff-Popien

CoRR, 2023

CROP: Towards Distributional-Shift Robust Reinforcement Learning Using Compact Reshaped Observation Processing.

Philipp Altmann, Fabian Ritz, Leonard Feuchtinger, Jonas Nüßlein, Claudia Linnhoff-Popien, Thomy Phan

Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, 2023

Attention-Based Recurrence for Multi-Agent Reinforcement Learning under Stochastic Partial Observability.

Thomy Phan, Fabian Ritz, Philipp Altmann, Maximilian Zorn, Jonas Nüßlein, Michael Kölle, Thomas Gabor, Claudia Linnhoff-Popien

Proceedings of the International Conference on Machine Learning, 2023

Attention-Based Recurrency for Multi-Agent Reinforcement Learning under State Uncertainty.

Thomy Phan, Fabian Ritz, Jonas Nüßlein, Michael Kölle, Thomas Gabor, Claudia Linnhoff-Popien

Proceedings of the 2023 International Conference on Autonomous Agents and Multiagent Systems, 2023

2022

Capturing Dependencies Within Machine Learning via a Formal Process Model.

Fabian Ritz, Thomy Phan, Andreas Sedlmeier, Philipp Altmann, Jan Wieghardt, Reiner N. Schmid, Horst Sauer, Cornel Klein, Claudia Linnhoff-Popien, Thomas Gabor

Proceedings of the Leveraging Applications of Formal Methods, Verification and Validation. Adaptation and Learning, 2022

Emergent Cooperation from Mutual Acknowledgment Exchange.

Thomy Phan, Felix Sommer, Philipp Altmann, Fabian Ritz, Lenz Belzner, Claudia Linnhoff-Popien

Proceedings of the 21st International Conference on Autonomous Agents and Multiagent Systems, 2022

2021

VAST: Value Function Factorization with Variable Agent Sub-Teams.

Thomy Phan, Fabian Ritz, Lenz Belzner, Philipp Altmann, Thomas Gabor, Claudia Linnhoff-Popien

Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

A Sustainable Ecosystem through Emergent Cooperation in Multi-Agent Reinforcement Learning.

Fabian Ritz, Daniel Ratke, Thomy Phan, Lenz Belzner, Claudia Linnhoff-Popien

Proceedings of the 2021 Conference on Artificial Life, 2021

Specification Aware Multi-Agent Reinforcement Learning.

Fabian Ritz, Thomy Phan, Robert Müller, Thomas Gabor, Andreas Sedlmeier, Marc Zeller, Jan Wieghardt, Reiner N. Schmid, Horst Sauer, Cornel Klein, Claudia Linnhoff-Popien

Proceedings of the Agents and Artificial Intelligence - 13th International Conference, 2021

SAT-MARL: Specification Aware Training in Multi-Agent Reinforcement Learning.

Fabian Ritz, Thomy Phan, Robert Müller, Thomas Gabor, Andreas Sedlmeier, Marc Zeller, Jan Wieghardt, Reiner N. Schmid, Horst Sauer, Cornel Klein, Claudia Linnhoff-Popien

Proceedings of the 13th International Conference on Agents and Artificial Intelligence, 2021

Acoustic Anomaly Detection for Machine Sounds based on Image Transfer Learning.

Robert Müller, Fabian Ritz, Steffen Illium, Claudia Linnhoff-Popien

Proceedings of the 13th International Conference on Agents and Artificial Intelligence, 2021

Acoustic Leak Detection in Water Networks.

Robert Müller, Steffen Illium, Fabian Ritz, Tobias Schröder, Christian Platschek, Jörg Ochs, Claudia Linnhoff-Popien

Proceedings of the 13th International Conference on Agents and Artificial Intelligence, 2021

Analysis of Feature Representations for Anomalous Sound Detection.

Robert Müller, Steffen Illium, Fabian Ritz, Kyrill Schmid

Proceedings of the 13th International Conference on Agents and Artificial Intelligence, 2021

Resilient Multi-Agent Reinforcement Learning with Adversarial Value Decomposition.

Thomy Phan, Lenz Belzner, Thomas Gabor, Andreas Sedlmeier, Fabian Ritz, Claudia Linnhoff-Popien

Proceedings of the Thirty-Fifth AAAI Conference on Artificial Intelligence, 2021

2020

The scenario coevolution paradigm: adaptive quality assurance for adaptive systems.

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

Int. J. Softw. Tools Technol. Transf., 2020

Towards Ecosystem Management from Greedy Reinforcement Learning in a Predator-Prey Setting.

Fabian Ritz, Felix Hohnstein, Robert Müller, Thomy Phan, Thomas Gabor, Carsten Hahn, Claudia Linnhoff-Popien

Proceedings of the 2020 Conference on Artificial Life, 2020

Foraging Swarms using Multi-Agent Reinforcement Learning.

Carsten Hahn, Fabian Ritz, Paula Wikidal, Thomy Phan, Thomas Gabor, Claudia Linnhoff-Popien

Proceedings of the 2020 Conference on Artificial Life, 2020

The Holy Grail of Quantum Artificial Intelligence: Major Challenges in Accelerating the Machine Learning Pipeline.

Thomas Gabor, Leo Sünkel, Fabian Ritz, Thomy Phan, Lenz Belzner, Christoph Roch, Sebastian Feld, Claudia Linnhoff-Popien

Proceedings of the ICSE '20: 42nd International Conference on Software Engineering, Workshops, Seoul, Republic of Korea, 27 June, 2020

Nash Equilibria in Multi-Agent Swarms.

Carsten Hahn, Thomy Phan, Sebastian Feld, Christoph Roch, Fabian Ritz, Andreas Sedlmeier, Thomas Gabor, Claudia Linnhoff-Popien

Proceedings of the 12th International Conference on Agents and Artificial Intelligence, 2020

Learning and Testing Resilience in Cooperative Multi-Agent Systems.

Thomy Phan, Thomas Gabor, Andreas Sedlmeier, Fabian Ritz, Bernhard Kempter, Cornel Klein, Horst Sauer, Reiner N. Schmid, Jan Wieghardt, Marc Zeller, Claudia Linnhoff-Popien

Proceedings of the 19th International Conference on Autonomous Agents and Multiagent Systems, 2020

2019

Soccer Team Vectors.

Robert Müller, Stefan Langer, Fabian Ritz, Christoph Roch, Steffen Illium, Claudia Linnhoff-Popien

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2019

Deep Neural Baselines for Computational Paralinguistics.

Daniel Elsner, Stefan Langer, Fabian Ritz, Robert Müller, Steffen Illium

Proceedings of the 20th Annual Conference of the International Speech Communication Association, 2019

2018

The Impact of Uncle Rewards on Selfish Mining in Ethereum.

Fabian Ritz, Alf Zugenmaier

Proceedings of the 2018 IEEE European Symposium on Security and Privacy Workshops, 2018