A comparison of PINN approaches for drift-diffusion equations on metric graphs. - Jan Blechschmidt; Jan-Frederik Pietschmann; Tom-Christian Riemer; Martin Stoll; Max Winkler (CoRR, 2022)

IETI-Based Low-Rank Method for PDE-Constrained Optimization. - Tom-Christian Riemer; Alexandra Bünger; Martin Stoll (SIAM J. Sci. Comput., 2025)

Physics-Informed DeepONets for drift-diffusion on metric graphs: simulation and parameter identification. - Jan Blechschmidt; Tom-Christian Riemer; Max Winkler; Martin Stoll; Jan-Frederik Pietschmann (CoRR, 2025)