The Impact of Uncle Rewards on Selfish Mining in Ethereum. - Fabian Ritz; Alf Zugenmaier (EuroS&P Workshops, 2018)

Deep Neural Baselines for Computational Paralinguistics. - Daniel Elsner; Stefan Langer; Fabian Ritz; Robert Müller 005; Steffen Illium (INTERSPEECH, 2019)

Soccer Team Vectors. - Robert Müller 005; Stefan Langer; Fabian Ritz; Christoph Roch; Steffen Illium; Claudia Linnhoff-Popien (PKDD/ECML Workshops (2), 2019)

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 (AAMAS, 2020)

Nash Equilibria in Multi-Agent Swarms. - Carsten Hahn; Thomy Phan; Sebastian Feld; Christoph Roch; Fabian Ritz; Andreas Sedlmeier; Thomas Gabor; Claudia Linnhoff-Popien (ICAART (1), 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 (ICSE (Workshops), 2020)

Foraging Swarms using Multi-Agent Reinforcement Learning. - Carsten Hahn; Fabian Ritz; Paula Wikidal; Thomy Phan; Thomas Gabor; Claudia Linnhoff-Popien (ALIFE, 2020)

Towards Ecosystem Management from Greedy Reinforcement Learning in a Predator-Prey Setting. - Fabian Ritz; Felix Hohnstein; Robert Müller 005; Thomy Phan; Thomas Gabor; Carsten Hahn; Claudia Linnhoff-Popien (ALIFE, 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; et al. (Int. J. Softw. Tools Technol. Transf., 2020)

Resilient Multi-Agent Reinforcement Learning with Adversarial Value Decomposition. - Thomy Phan; Lenz Belzner; Thomas Gabor; Andreas Sedlmeier; Fabian Ritz; Claudia Linnhoff-Popien (AAAI, 2021)

Analysis of Feature Representations for Anomalous Sound Detection. - Robert Müller 005; Steffen Illium; Fabian Ritz; Kyrill Schmid (ICAART (2), 2021)

Acoustic Leak Detection in Water Networks. - Robert Müller 005; Steffen Illium; Fabian Ritz; Tobias Schröder; Christian Platschek; Jörg Ochs; Claudia Linnhoff-Popien (ICAART (2), 2021)

Acoustic Anomaly Detection for Machine Sounds based on Image Transfer Learning. - Robert Müller 005; Fabian Ritz; Steffen Illium; Claudia Linnhoff-Popien (ICAART (2), 2021)

SAT-MARL: Specification Aware Training in Multi-Agent Reinforcement Learning. - Fabian Ritz; Thomy Phan; Robert Müller 005; Thomas Gabor; Andreas Sedlmeier; Marc Zeller; Jan Wieghardt; Reiner N. Schmid; Horst Sauer; Cornel Klein; Claudia Linnhoff-Popien (ICAART (1), 2021)

Specification Aware Multi-Agent Reinforcement Learning. - Fabian Ritz; Thomy Phan; Robert Müller 005; Thomas Gabor; Andreas Sedlmeier; Marc Zeller; Jan Wieghardt; Reiner N. Schmid; Horst Sauer; Cornel Klein; Claudia Linnhoff-Popien (ICAART (Revised Selected Papers), 2021)

A Sustainable Ecosystem through Emergent Cooperation in Multi-Agent Reinforcement Learning. - Fabian Ritz; Daniel Ratke; Thomy Phan; Lenz Belzner; Claudia Linnhoff-Popien (ALIFE, 2021)

VAST: Value Function Factorization with Variable Agent Sub-Teams. - Thomy Phan; Fabian Ritz; Lenz Belzner; Philipp Altmann; Thomas Gabor; Claudia Linnhoff-Popien (NeurIPS, 2021)

Emergent Cooperation from Mutual Acknowledgment Exchange. - Thomy Phan; Felix Sommer; Philipp Altmann; Fabian Ritz; Lenz Belzner; Claudia Linnhoff-Popien (AAMAS, 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 (ISoLA (3), 2022)

Attention-Based Recurrency for Multi-Agent Reinforcement Learning under State Uncertainty. - Thomy Phan; Fabian Ritz; Jonas Nüßlein; Michael Kölle 001; Thomas Gabor; Claudia Linnhoff-Popien (AAMAS, 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 001; Thomas Gabor; Claudia Linnhoff-Popien (ICML, 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 (IJCAI, 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)

Aquarium: A Comprehensive Framework for Exploring Predator-Prey Dynamics Through Multi-Agent Reinforcement Learning Algorithms. - Michael Kölle 001; Yannick Erpelding; Fabian Ritz; Thomy Phan; Steffen Illium; Claudia Linnhoff-Popien (ICAART (1), 2024)

Quantum Advantage Actor-Critic for Reinforcement Learning. - Michael Kölle 001; Mohamad Hgog; Fabian Ritz; Philipp Altmann; Maximilian Zorn; Jonas Stein 001; Claudia Linnhoff-Popien (ICAART (1), 2024)

REACT: Revealing Evolutionary Action Consequence Trajectories for Interpretable Reinforcement Learning. - Philipp Altmann; Céline Davignon; Maximilian Zorn; Fabian Ritz; Claudia Linnhoff-Popien; Thomas Gabor (IJCCI, 2024)

Emergence in Multi-agent Systems: A Safety Perspective. - Philipp Altmann; Julian Schönberger; Steffen Illium; Maximilian Zorn; Fabian Ritz; Tom Haider; Simon Burton 001; Thomas Gabor (ISoLA (2), 2024)

Emergent cooperation from mutual acknowledgment exchange in multi-agent reinforcement learning. - Thomy Phan; Felix Sommer; Fabian Ritz; Philipp Altmann; Jonas Nüßlein; Michael Kölle 001; Lenz Belzner; Claudia Linnhoff-Popien (Auton. Agents Multi Agent Syst., 2024)

Optimizing Sensor Redundancy in Sequential Decision-Making Problems. - Jonas Nüßlein; Maximilian Zorn; Fabian Ritz; Jonas Stein 001; Gerhard Stenzel; Julian Schönberger; Thomas Gabor; Claudia Linnhoff-Popien (ICAART (1), 2025)

Surrogate Fitness Metrics for Interpretable Reinforcement Learning. - Philipp Altmann; Céline Davignon; Maximilian Zorn; Fabian Ritz; Claudia Linnhoff-Popien; Thomas Gabor (CoRR, 2025)

Discriminative reward co-training. - Philipp Altmann; Fabian Ritz; Maximilian Zorn; Michael Kölle 001; Thomy Phan; Thomas Gabor; Claudia Linnhoff-Popien (Neural Comput. Appl., 2025)