An Enhanced Synthetic Cystoscopic Environment for Use in Monocular Depth Estimation. - Peter Somers; Mario Deutschmann; Simon Holdenried-Krafft; Samuel Tovey; Johannes Schüle; Carina Veil; Valese Aslani; Oliver Sawodny; Hendrik P. A. Lensch; Cristina Tarín (EMBC, 2023)

Environmental effects on emergent strategy in micro-scale multi-agent reinforcement learning. - Samuel Tovey; David Zimmer; Christoph Lohrmann; Tobias Merkt; Simon Koppenhoefer; Veit-Lorenz Heuthe; Clemens Bechinger; Christian Holm (CoRR, 2023)

Towards a phenomenological understanding of neural networks: data. - Samuel Tovey; Sven Krippendorf; Konstantin Nikolaou; Christian Holm (Mach. Learn. Sci. Technol., 2023)

MDSuite: comprehensive post-processing tool for particle simulations. - Samuel Tovey; Fabian Zills; Francisco Torres-Herrador; Christoph Lohrmann; Marco Brückner; Christian Holm (J. Cheminformatics, 2023)

ZnTrack - Data as Code. - Fabian Zills; Moritz Schäfer; Samuel Tovey; Johannes Kästner; Christian Holm (CoRR, 2024)

Generating Reservoir State Descriptions with Random Matrices. - Samuel Tovey; Christian Holm; Michael Spannowsky (CoRR, 2024)

SwarmRL: Building the Future of Smart Active Systems. - Samuel Tovey; Christoph Lohrmann; Tobias Merkt; David Zimmer; Konstantin Nikolaou; Simon Koppenhoefer; Anna Bushmakina; Jonas Scheunemann; Christian Holm (CoRR, 2024)

Collective variables of neural networks: empirical time evolution and scaling laws. - Samuel Tovey; Sven Krippendorf; Michael Spannowsky; Konstantin Nikolaou; Christian Holm (CoRR, 2024)

Emergence of chemotactic strategies with multi-agent reinforcement learning. - Samuel Tovey; Christoph Lohrmann; Christian Holm (Mach. Learn. Sci. Technol., 2024)

Generating quantum reservoir state representations with random matrices. - Samuel Tovey; Tobias Fellner; Christian Holm; Michael Spannowsky (Mach. Learn. Sci. Technol., 2025)

Beyond Scaling Curves: Internal Dynamics of Neural Networks Through the NTK Lens. - Konstantin Nikolaou; Sven Krippendorf; Samuel Tovey; Christian Holm (CoRR, 2025)