| 2026 | ESANN | Point-wise Q-value maximization for converging Q-learning in continuous state-spaces. | Philipp Wissmann, Daniel Hein, Steffen Udluft, Thomas A. Runkler |
| 2026 | ESANN | Efficient and Resilient Machine Learning for Industrial Applications. | Philipp Wissmann, Philip Naumann, Daniel Hein, Steffen Udluft, Marc Weber, Simon Leszek, Thomas A. Runkler |
| 2026 | WFCS | Towards a Large Scale Data-Driven Smart Manufacturing Communication System. | Jakob Rothe, Raven T. Reisch, Thomas A. Runkler |
| 2025 | ESANN | TEA: Trajectory Encoding Augmentation for Robust and Transferable Policies in Offline Reinforcement Learning. | Batikan Bora Ormanci, Phillip Swazinna, Steffen Udluft, Thomas A. Runkler |
| 2025 | ESANN | Is Q-learning an Ill-posed Problem? | Philipp Wissmann, Daniel Hein, Steffen Udluft, Thomas A. Runkler |
| 2025 | QCE | Variational Quantum Circuits in Offline Contextual Bandit Problems. | Lukas Schulte, Daniel Hein, Steffen Udluft, Thomas A. Runkler |
| 2025 | SMC | Physics Informed Neural Networks for Tool Condition Monitoring in Subtractive Manufacturing. | Jakob Rothe, Safa Yilmaz, Raven T. Reisch, Thomas A. Runkler |
| 2025 | SIGIR | Wiki-TabNER: Integrating Named Entity Recognition into Wikipedia Tables. | Aneta Koleva, Martin Ringsquandl, Ahmed Hatem, Thomas A. Runkler, Volker Tresp |
| 2024 | ECAI | FsPONER: Few-Shot Prompt Optimization for Named Entity Recognition in Domain-Specific Scenarios. | Yongjian Tang, Rakebul Hasan, Thomas A. Runkler |
| 2024 | IPMU | Visualization of Preference Matrices for Labeled Objects. | Thomas A. Runkler |
| 2024 | QCE | Model-Based Offline Quantum Reinforcement Learning. | Simon Eisenmann, Daniel Hein, Steffen Udluft, Thomas A. Runkler |
| 2023 | ESANN | Automatic Trade-off Adaptation in Offline RL. | Phillip Swazinna, Steffen Udluft, Thomas A. Runkler |
| 2023 | ICLR | User-Interactive Offline Reinforcement Learning. | Phillip Swazinna, Steffen Udluft, Thomas A. Runkler |
| 2023 | IJCNN | TinyReptile: TinyML with Federated Meta-Learning. | Haoyu Ren, Darko Anicic, Thomas A. Runkler |
| 2022 | ACML | Towards Data-Free Domain Generalization. | Ahmed Frikha, Haokun Chen, Denis Krompa, Thomas A. Runkler, Volker Tresp |
| 2021 | ESANN | Differentially Private Time Series Generation. | Hiba Arnout, Johanna Bronner, Thomas A. Runkler |
| 2021 | ESANN | Behavior Constraining in Weight Space for Offline Reinforcement Learning. | Phillip Swazinna, Steffen Udluft, Daniel Hein, Thomas A. Runkler |
| 2021 | IJCNN | Evaluation of Generative Adversarial Networks for Time Series Data. | Hiba Arnout, Johanna Bronner, Thomas A. Runkler |
| 2021 | IJCNN | TinyOL: TinyML with Online-Learning on Microcontrollers. | Haoyu Ren, Darko Anicic, Thomas A. Runkler |
| 2021 | NeSy | A New Concept for Explaining Graph Neural Networks. | Anna Himmelhuber, Sonja Zillner, Stephan Grimm, Martin Ringsquandl, Mitchell Joblin, Thomas A. Runkler |
| 2020 | EMNLP | TopicBERT for Energy Efficient Document Classification. | Yatin Chaudhary, Pankaj Gupta, Khushbu Saxena, Vivek Kulkarni, Thomas A. Runkler, Hinrich Schtze |
| 2020 | ETFA | Ontology-Based Skill Description Learning for Flexible Production Systems. | Anna Himmelhuber, Stephan Grimm, Thomas A. Runkler, Sonja Zillner |
| 2020 | ICML | Neural Topic Modeling with Continual Lifelong Learning. | Pankaj Gupta, Yatin Chaudhary, Thomas A. Runkler, Hinrich Schtze |
| 2020 | IJCNN | DR-TiST: Disentangled Representation for Time Series Translation Across Application Domains. | Hiba Arnout, Johanna Bronner, Johannes Kehrer, Thomas A. Runkler |
| 2020 | IPMU | Generalized Weak Transitivity of Preference. | Thomas A. Runkler |
| 2020 | IECON | Supporting Skill-based Flexible Manufacturing with Symbolic AI Methods. | Ivan Gocev, Stephan Grimm, Thomas A. Runkler |
| 2019 | AAAI | Neural Relation Extraction within and across Sentence Boundaries. | Pankaj Gupta, Subburam Rajaram, Hinrich Schtze, Thomas A. Runkler |
| 2019 | ESANN | interpretable dynamics models for data-efficient reinforcement learning. | Markus Kaiser, Clemens Otte, Thomas A. Runkler, Carl Henrik Ek |
| 2019 | GECCO | Generating interpretable reinforcement learning policies using genetic programming. | Daniel Hein, Steffen Udluft, Thomas A. Runkler |
| 2019 | IFSA | Canonical Fuzzy Preference Relations. | Thomas A. Runkler |
| 2018 | ESANN | Sensitivity analysis for predictive uncertainty. | Stefan Depeweg, Jos Miguel Hernndez-Lobato, Steffen Udluft, Thomas A. Runkler |
| 2018 | GECCO | Generating interpretable fuzzy controllers using particle swarm optimization and genetic programming. | Daniel Hein, Steffen Udluft, Thomas A. Runkler |
| 2018 | ILP | Diagnostics of Trains with Semantic Diagnostics Rules. | Evgeny Kharlamov, Ognjen Savkovic, Martin Ringsquandl, Guohui Xiao, Gulnar Mehdi, Elem Gzel Kalayci, Werner Nutt, Mikhail Roshchin, Ian Horrocks, Thomas A. Runkler |
| 2018 | IPMU | Mapping Utilities to Transitive Preferences. | Thomas A. Runkler |
| 2017 | CIKM | SemDia: Semantic Rule-Based Equipment Diagnostics Tool. | Gulnar Mehdi, Evgeny Kharlamov, Ognjen Savkovic, Guohui Xiao, Elem Gzel Kalayci, Sebastian Brandt, Ian Horrocks, Mikhail Roshchin, Thomas A. Runkler |
| 2017 | IJCNN | Batch reinforcement learning on the industrial benchmark: First experiences. | Daniel Hein, Steffen Udluft, Michel Tokic, Alexander Hentschel, Thomas A. Runkler, Volkmar Sterzing |
| 2017 | INDIN | Ontology-based integration of performance related data and models: An application to industrial turbine analytics. | Gulnar Mehdi, Thomas A. Runkler, Mikhail Roshchin, Sindhu Suresh, Nguyen Quang |
| 2016 | IJCAI | Semantic Framework for Industrial Analytics and Diagnostics. | Gulnar Mehdi, Sebastian Brandt, Mikhail Roshchin, Thomas A. Runkler |
| 2016 | IJCAI | Towards Semantic Reasoning in Knowledge Management Systems. | Gulnar Mehdi, Sebastian Brandt, Mikhail Roshchin, Thomas A. Runkler |
| 2016 | IPMU | Constructing Preference Relations from Utilities and Vice Versa. | Thomas A. Runkler |
| 2015 | EUSFLAT | Fuzzy Graph Clustering based on Non-Euclidean Relational Fuzzy c-Means. | Thomas A. Runkler, Vikram Ravindra |
| 2014 | CEC | Multidimensional scaling with multiswarming. | Thomas A. Runkler, James C. Bezdek |
| 2014 | ESANN | Exploiting similarity in system identification tasks with recurrent neural networks. | Sigurd Spieckermann, Siegmund Dll, Steffen Udluft, Alexander Hentschel, Thomas A. Runkler |
| 2014 | ICANN | Regularized Recurrent Neural Networks for Data Efficient Dual-Task Learning. | Sigurd Spieckermann, Siegmund Dll, Steffen Udluft, Thomas A. Runkler |
| 2013 | GI | A CEP Technology Stack for Situation Recognition on the Gumstix Embedded Controller. | Stephan Grimm, Thomas Hubauer, Thomas A. Runkler, Carlos Pachajoa, Felix Rempe, Marco Seravalli, Philipp Neumann |
| 2013 | SMC | Topology Preserving Feature Extraction with Multiswarm Optimization. | Thomas A. Runkler, James C. Bezdek |
| 2012 | IJCNN | Support vector machines for program analysis. | Andrea Flexeder, Matthias Putz, Thomas A. Runkler |
| 2011 | CIDM | Partially supervised k-harmonic means clustering. | Thomas A. Runkler |
| 2010 | IPMU | Comparing Partitions by Subset Similarities. | Thomas A. Runkler |
| 2009 | EUSFLAT | Fuzzy c-Means Herding. | Thomas A. Runkler |
| 2009 | IJCNN | Forecasting of clustered time series with recurrent neural networks and a fuzzy clustering scheme. | Hans Georg Seedig, Ralph Grothmann, Thomas A. Runkler |
| 2008 | CEC | Learning of Bayesian networks by a local discovery ant colony algorithm. | Pedro C. Pinto, Andreas Ngele, Mathus Dejori, Thomas A. Runkler, Joo Miguel da Costa Sousa |
| 2007 | IFSA | Ant Colony Optimization Applied to Feature Selection in Fuzzy Classifiers. | Susana M. Vieira, Joo Miguel da Costa Sousa, Thomas A. Runkler |
| 2004 | SMC | A multi-agent approach for supply chain management using ant colony optimization. | Carlos A. Silva, Joo Miguel da Costa Sousa, Jos M. G. S da Costa, Thomas A. Runkler |
| 2003 | EPIA | Optimization of Logistic Processes in Supply-Chains Using Meta-heuristics. | Carlos A. Silva, Thomas A. Runkler, Joo Miguel da Costa Sousa, Jos M. G. S da Costa |
| 2003 | ETFA | Evolved genetic algorithms with fuzzy aggregation applied to priorities in logistic systems. | Carlos A. Silva, Joo M. C. Sousa, Thomas A. Runkler, Jos M. G. S da Costa |
| 2001 | ISADS | Decentralized Control of Hybrid Systems. | Rainer Palm, Thomas A. Runkler |
| 1998 | GI | Compression of Industrial Process Data Using Fast Alternating Cluster Estimation (FACE). | Thomas A. Runkler, Jrgen Hollatz, Herbert Furumoto, Erwin Jnnemann, Klaus Villforth |
| 1995 | SAC | Multidimensional defuzzification - fast algorithms for the determination of crisp characteristic subsets. | Thomas A. Runkler, Manfred Glesner |
| 1994 | SAC | DECADE - fast centroid approximation defuzzification for real time fuzzy control applications. | Thomas A. Runkler, Manfred Glesner |