An Efficient Sliding Mesh Interface Method for High-Order Discontinuous Galerkin Schemes. - Jakob Dürrwächter; Marius Kurz; Patrick Kopper; Daniel Kempf; Claus-Dieter Munz; Andrea Beck (CoRR, 2020)

A machine learning framework for LES closure terms. - Marius Kurz; Andrea Beck (CoRR, 2020)

A Perspective on Machine Learning Methods in Turbulence Modelling. - Andrea Beck; Marius Kurz (CoRR, 2020)

Structured Deep Kernel Networks for Data-Driven Closure Terms of Turbulent Flows. - Tizian Wenzel; Marius Kurz; Andrea Beck; Gabriele Santin; Bernard Haasdonk (LSSC, 2021)

Deep Reinforcement Learning for Turbulence Modeling in Large Eddy Simulations. - Marius Kurz; Philipp Offenhäuser; Andrea Beck (CoRR, 2022)

Deep reinforcement learning for computational fluid dynamics on HPC systems. - Marius Kurz; Philipp Offenhäuser; Dominic Viola; Oleksandr Shcherbakov; Michael M. Resch; Andrea Beck (J. Comput. Sci., 2022)

Relexi - A scalable open source reinforcement learning framework for high-performance computing. - Marius Kurz; Philipp Offenhäuser; Dominic Viola; Michael Resch 001; Andrea Beck (Softw. Impacts, 2022)

Towards Exascale CFD Simulations Using the Discontinuous Galerkin Solver FLEXI. - Marcel Blind; Min Gao; Daniel Kempf; Patrick Kopper; Marius Kurz; Anna Schwarz; Andrea Beck (CoRR, 2023)

Toward Discretization-Consistent Closure Schemes for Large Eddy Simulation Using Reinforcement Learning. - Andrea Beck; Marius Kurz (CoRR, 2023)

GAL{ AE}XI: Solving complex compressible flows with high-order discontinuous Galerkin methods on accelerator-based systems. - Daniel Kempf; Marius Kurz; Marcel Blind; Patrick Kopper; Philipp Offenhäuser; Anna Schwarz; Spencer Starr; Jens Keim; Andrea Beck (CoRR, 2024)

GALÆXI: Solving complex compressible flows with high-order discontinuous Galerkin methods on accelerator-based systems. - Marius Kurz; Daniel Kempf; Marcel Blind; Patrick Kopper; Philipp Offenhäuser; Anna Schwarz; Spencer Starr; Jens Keim; Andrea Beck (Comput. Phys. Commun., 2025)

Invariant Control Strategies for Active Flow Control using Graph Neural Networks. - Marius Kurz; Rohan Kaushik; Marcel Blind; Patrick Kopper; Anna Schwarz; Felix Rodach; Andrea Beck (CoRR, 2025)

Harnessing Equivariance: Modeling Turbulence with Graph Neural Networks. - Marius Kurz; Andrea Beck; Benjamin Sanderse (CoRR, 2025)