Learning Physical Concepts in Cyber-Physical Systems: A Case Study. - Henrik S. Steude; Alexander Windmann; Oliver Niggemann (CoRR, 2021)

A Research Agenda for Artificial Intelligence in the Field of Flexible Production Systems. - Aljosha Köcher; René Heesch; Niklas Widulle; Anna Nordhausen; Julian Putzke; Alexander Windmann; Sven Vagt; Oliver Niggemann (CoRR, 2021)

Machine Learning for Cyber-Physical Systems. - Oliver Niggemann; Bernd Zimmering; Henrik S. Steude; Jan Lukas Augustin; Alexander Windmann; Samim Ahmad Multaheb (Digital Transformation, 2022)

A Research Agenda for AI Planning in the Field of Flexible Production Systems. - Aljosha Köcher; René Heesch; Niklas Widulle; Anna Nordhausen; Julian Putzke; Alexander Windmann; Oliver Niggemann (ICPS, 2022)

On a Uniform Causality Model for Industrial Automation. - Maria Krantz; Alexander Windmann; René Heesch; Lukas Moddemann; Oliver Niggemann (CoRR, 2022)

Robustness and Generalization Performance of Deep Learning Models on Cyber-Physical Systems: A Comparative Study. - Alexander Windmann; Henrik S. Steude; Oliver Niggemann (CoRR, 2023)

Discretization of CPS Time Series with Neural Networks. - Phillip Johann Overlöper; Lukas Moddemann; Nemanja Hranisavljevic; Alexander Windmann; Oliver Niggemann (ETFA, 2024)

Artificial Intelligence in Industry 4.0: A Review of Integration Challenges for Industrial Systems. - Alexander Windmann; Philipp Wittenberg; Marvin Schieseck; Oliver Niggemann (INDIN, 2024)

SmartShip: Data Decoding Optimization for Onboard AI Anomaly Detection. - Pavle Ivanovic; Alexander Windmann; Philipp Neumann (ISPDC, 2024)

Quantifying Robustness: A Benchmarking Framework for Deep Learning Forecasting in Cyber-Physical Systems. - Alexander Windmann; Henrik Sebastian Steude; Daniel Boschmann; Oliver Niggemann (CoRR, 2025)

Evaluating Large Language Models for Real-World Engineering Tasks. - René Heesch; Sebastian Eilermann; Alexander Windmann; Alexander Diedrich; Philipp Rosenthal; Oliver Niggemann (CoRR, 2025)

MAWIFlow Benchmark: Realistic Flow-Based Evaluation for Network Intrusion Detection. - Joshua Schraven; Alexander Windmann; Oliver Niggemann (CoRR, 2025)