Safe Policy Improvement Approaches on Discrete Markov Decision Processes. - Philipp Scholl 003; Felix Dietrich; Clemens Otte; Steffen Udluft (ICAART (2), 2022)

Safe Policy Improvement Approaches and Their Limitations. - Philipp Scholl 003; Felix Dietrich; Clemens Otte; Steffen Udluft (ICAART (Revised Selected Paper, 2022)

Well-definedness of Physical Law Learning: The Uniqueness Problem. - Philipp Scholl 003; Aras Bacho; Holger Boche; Gitta Kutyniok (CoRR, 2022)

The Uniqueness Problem of Physical Law Learning. - Philipp Scholl 003; Aras Bacho; Holger Boche; Gitta Kutyniok (ICASSP, 2023)

ParFam - Symbolic Regression Based on Continuous Global Optimization. - Philipp Scholl 003; Katharina Bieker; Hillary Hauger; Gitta Kutyniok (CoRR, 2023)

Compositional Construction of Barrier Functions for Switched Impulsive Systems. - Katharina Bieker; Hugo T. M. Kussaba; Philipp Scholl 003; Jaesug Jung; Abdalla Swikir; Sami Haddadin; Gitta Kutyniok (CDC, 2024)

Learning-based adaption of robotic friction models. - Philipp Scholl 003; Maged Iskandar; Sebastian Wolf 001; Jinoh Lee; Aras Bacho; Alexander Dietrich; Alin Albu-Schäffer; Gitta Kutyniok (Robotics Comput. Integr. Manuf., 2024)

Corrigendum to "Learning-based adaption of robotic friction models" [Robotics and Computer-Integrated Manufacturing Volume 89, October 2024]. - Philipp Scholl 003; Maged Iskandar; Sebastian Wolf 001; Jinoh Lee; Aras Bacho; Alexander Dietrich; Alin Albu-Schäffer; Gitta Kutyniok (Robotics Comput. Integr. Manuf., 2024)

Robust Identifiability for Symbolic Recovery of Differential Equations. - Hillary Hauger; Philipp Scholl 003; Gitta Kutyniok (ICASSP, 2025)

ParFam - (Neural Guided) Symbolic Regression via Continuous Global Optimization. - Philipp Scholl 003; Katharina Bieker; Hillary Hauger; Gitta Kutyniok (ICLR, 2025)

Probabilistic neural operators for functional uncertainty quantification. - Christopher Bülte; Philipp Scholl 003; Gitta Kutyniok (Trans. Mach. Learn. Res., 2025)

Graph Neural Networks for Enhancing Ensemble Forecasts of Extreme Rainfall. - Christopher Bülte; Sohir Maskey; Philipp Scholl 003; Jonas von Berg; Gitta Kutyniok (CoRR, 2025)

Interpretable Robotic Friction Learning via Symbolic Regression. - Philipp Scholl 003; Alexander Dietrich; Sebastian Wolf 001; Jinoh Lee; Alin Albu-Schäffer; Gitta Kutyniok; Maged Iskandar (CoRR, 2025)