DSMC Evaluation Stages: Fostering Robust and Safe Behavior in Deep Reinforcement Learning - Extended Version. - Timo P. Gros; Joschka Groß; Daniel Höller; Jörg Hoffmann 001; Michaela Klauck; Hendrik Meerkamp; Nicola J. Müller; Lukas Schaller; Verena Wolf (ACM Trans. Model. Comput. Simul., 2023)

Safe Reinforcement Learning Through Regret and State Restorations in Evaluation Stages. - Timo P. Gros; Nicola J. Müller; Daniel Höller; Verena Wolf (Principles of Verification (3), 2024)

Per-Domain Generalizing Policies: On Validation Instances and Scaling Behavior. - Timo P. Gros; Nicola J. Müller; Daniel Fiser; Isabel Valera; Verena Wolf; Jörg Hoffmann 001 (CoRR, 2025)