Publications

Samuel Tovey, Sven Krippendorf, Michael Spannowsky, Konstantin Nikolaou, und Christian Holm. Collective variables of neural networks: empirical time evolution and scaling laws. Machine Learning: Science and Technology, (6)3:035021, IOP Publishing, August 2025. [PUMA: PN3 PN6 PN3A-1 EXC2075] URL

Frank Uhlig, Samuel Tovey, und Christian Holm. Emergence of accurate atomic energies from machine-learned noble-gas potentials. The Journal of Chemical Physics, (162)18AIP Publishing, Mai 2025. [PUMA: PN3 PN3A-1 EXC2075] URL

Samuel Tovey, Christoph Lohrmann, Tobias Merkt, David Zimmer, Konstantin Nikolaou, Simon Koppenhöfer, Anna Bushmakina, Jonas Scheunemann, und Christian Holm. SwarmRL: building the future of smart active systems. The European Physical Journal E, (48)4:16, 07.04.2025. [PUMA: PN3 PN3A-1 EXC2075] URL

Samuel Tovey, Christian Holm, und Michael Spannowsky. Generating Reservoir State Descriptions with Random Matrices. April 2024. [PUMA: EXC2075 PN3 PN3A-1 selected] URL

Samuel Tovey, Christoph Lohrmann, und Christian Holm. Emergence of Chemotactic Strategies with Multi-Agent Reinforcement Learning. 2024. [PUMA: EXC2075 PN3 PN3A-1 selected]

Samuel Tovey, Christoph Lohrmann, Tobias Merkt, David Zimmer, Konstantin Nikolaou, Simon Koppenhöfer, Anna Bushmakina, Jonas Scheunemann, und Christian Holm. SwarmRL: Building the Future of Smart Active Systems. April 2024. [PUMA: EXC2075 PN3 PN3A-1] URL

Julian Hoßbach, Samuel Tovey, Tobias Ensslen, Jan C. Behrends, und Christian Holm. Peptide Classification from Statistical Analysis of Nanopore Translocation Experiments. August 2024. [PUMA: PN3 PN3A-1 EXC2075] URL

Samuel Tovey, Christoph Lohrmann, und Christian Holm. Emergence of chemotactic strategies with multi-agent reinforcement learning. Machine Learning: Science and Technology, (5)3:035054, IOP Publishing, August 2024. [PUMA: PN3 PN3A-1 EXC2075] URL

Samuel Tovey, Christoph Lohrmann, Tobias Merkt, David Zimmer, Konstantin Nikolaou, Simon Koppenhöfer, Anna Bushmakina, Jonas Scheunemann, und Christian Holm. SwarmRL: Building the Future of Smart Active Systems. April 2024. [PUMA: PN3 PN3A-1 EXC2075] URL

Samuel Tovey, Christoph Lohrmann, und Christian Holm. Emergence of Chemotactic Strategies with Multi-Agent Reinforcement Learning. 2024. [PUMA: PN3 PN3A-1 EXC2075 selected]

Fabian Zills, Moritz René Schäfer, Nico Segreto, Johannes Kästner, Christian Holm, und Samuel Tovey. Collaboration on Machine-Learned Potentials with IPSuite: A Modular Framework for Learning-on-the-Fly. The Journal of Physical Chemistry B, April 2024. [PUMA: EXC2075 PN3 PN3A-1 PN3A-5 PN3A-7 PN6 PN6A-3 selected] URL

Samuel Tovey, Christian Holm, und Michael Spannowsky. Generating Reservoir State Descriptions with Random Matrices. April 2024. [PUMA: EXC2075 PN3 PN3A-1 PN8 selected] URL

Samuel Tovey, Christoph Lohrmann, Tobias Merkt, David Zimmer, Konstantin Nikolaou, Simon Koppenhöfer, Anna Bushmakina, Jonas Scheunemann, und Christian Holm. SwarmRL: Building the Future of Smart Active Systems. April 2024. [PUMA: EXC2075 PN3 PN3A-1] URL

Samuel Tovey, Christoph Lohrmann, und Christian Holm. Emergence of Chemotactic Strategies with Multi-Agent Reinforcement Learning. 2024. [PUMA: EXC2075 PN3 PN3A-1 selected]

Samuel Tovey, Christian Holm, und Michael Spannowsky. Generating Reservoir State Descriptions with Random Matrices. April 2024. [PUMA: EXC2075 PN3 PN3A-1 selected] URL

Samuel Tovey, Christoph Lohrmann, Tobias Merkt, David Zimmer, Konstantin Nikolaou, Simon Koppenhöfer, Anna Bushmakina, Jonas Scheunemann, und Christian Holm. SwarmRL: Building the Future of Smart Active Systems. April 2024. [PUMA: EXC2075 PN3 PN3A-1 curated] URL

Samuel Tovey, Christian Holm, und Michael Spannowsky. Generating Reservoir State Descriptions with Random Matrices. April 2024. [PUMA: EXC2075 PN3 PN3A-1 PN8 curated] URL

Samuel Tovey, Christoph Lohrmann, und Christian Holm. Emergence of Chemotactic Strategies with Multi-Agent Reinforcement Learning. 2024. [PUMA: EXC2075 PN3 PN3A-1 curated]