Contingency-constrained economic dispatch with safe reinforcement learning. - Michael Eichelbeck; Hannah Markgraf; Matthias Althoff (ICMLA, 2022)

Safe Multi-Agent Reinforcement Learning for Price-Based Demand Response. - Hannah Markgraf; Matthias Althoff (ISGT EUROPE, 2023)

CommonPower: Supercharging Machine Learning for Smart Grids. - Michael Eichelbeck; Hannah Markgraf; Matthias Althoff (CoRR, 2024)

PyTupli: A Scalable Infrastructure for Collaborative Offline Reinforcement Learning Projects. - Hannah Markgraf; Michael Eichelbeck; Daria Cappey; Selin Demirtürk; Yara Schattschneider; Matthias Althoff (CoRR, 2025)

Provably Safe Reinforcement Learning from Analytic Gradients. - Tim Walter; Hannah Markgraf; Jonathan Külz; Matthias Althoff (CoRR, 2025)