| 2025 | ETFA | On the Impact of Pretraining with Simulated Data on Anomaly Detection in CPS - A Case Study. | Richard Jaufmann, Niklas Widulle, Jonas Ehrhardt, Daniel Vranjes, Oliver Niggemann |
| 2025 | ETFA | Creating Virtual Sensors Using Neural Networks. | Bjrn Ludwig, Jonas Ehrhardt, Oliver Niggemann |
| 2025 | ETFA | The HAI-CPPS Benchmark: Evaluating AI Capabilities across Hybrid Data Spaces. | Lukas Moddemann, Jonas Ehrhardt, Alexander Diedrich, Oliver Niggemann |
| 2024 | DX | Summary of "A Lazy Approach to Neural Numerical Planning with Control Parameters" (Extended Abstract). | Ren Heesch, Alessandro Cimatti, Jonas Ehrhardt, Alexander Diedrich, Oliver Niggemann |
| 2024 | DX | Design Principles for Falsifiable, Replicable and Reproducible Empirical Machine Learning Research. | Daniel Vranjes, Jonas Ehrhardt, Ren Heesch, Lukas Moddemann, Henrik Sebastian Steude, Oliver Niggemann |
| 2024 | ECAI | A Lazy Approach to Neural Numerical Planning with Control Parameters. | Ren Heesch, Alessandro Cimatti, Jonas Ehrhardt, Alexander Diedrich, Oliver Niggemann |
| 2024 | ETFA | Using Modular Neural Networks for Anomaly Detection in Cyber-Physical Systems. | Jonas Ehrhardt, Phillip Johann Overlper, Daniel Vranjes, Henrik S. Steude, Alexander Diedrich, Oliver Niggemann |
| 2023 | ECAI | Learning Process Steps as Dynamical Systems for a Sub-Symbolic Approach of Process Planning in Cyber-Physical Production Systems. | Jonas Ehrhardt, Ren Heesch, Oliver Niggemann |
| 2023 | ECAI | Integrating Machine Learning into an SMT-Based Planning Approach for Production Planning in Cyber-Physical Production Systems. | Ren Heesch, Jonas Ehrhardt, Oliver Niggemann |
| 2023 | ETFA | Using FliPSi to Generate Data for Machine Learning Algorithms. | Artur Liebert, Christian Wittke, Jonas Ehrhardt, Richard Jaufmann, Niklas Widulle, Sebastian Eilermann, Maria Krantz, Oliver Niggemann |
| 2022 | ETFA | An AI benchmark for Diagnosis, Reconfiguration & Planning. | Jonas Ehrhardt, Malte Ramonat, Ren Heesch, Kaja Balzereit, Alexander Diedrich, Oliver Niggemann |