Publications

Javier Mariño Villadamigo, Rikkert Frederix, Tilman Plehn, Timea Vitos, Ramon Winterhalder (2025). FASTColor -- Full-color Amplitude Surrogate Toolkit for QCD.
Cite arXiv
Henning Bahl, Nina Elmer, Tilman Plehn, Ramon Winterhalder (2025). Amplitude Uncertainties Everywhere All at Once.
Cite arXiv
Sophia Vent, Ramon Winterhalder, Tilman Plehn (2025). How to Deep-Learn the Theory behind Quark-Gluon Tagging.
Cite arXiv
Claudius Krause, Daohan Wang, Ramon Winterhalder (2025). BitHEP - The Limits of Low-Precision ML in HEP.
Cite arXiv
Henning Bahl, Nina Elmer, Luigi Favaro, Manuel Haußmann, Tilman Plehn, Ramon Winterhalder (2024). Accurate Surrogate Amplitudes with Calibrated Uncertainties. SciPost Phys. Core 8, 073.
PDF Cite DOI arXiv
Theo Heimel, Olivier Mattelaer, Tilman Plehn, Ramon Winterhalder (2024). Differentiable MadNIS-Lite. SciPost Phys..
Cite DOI arXiv
Theo Heimel, Nathan Huetsch, Fabio Maltoni, Olivier Mattelaer, Tilman Plehn, Ramon Winterhalder (2024). The MadNIS reloaded. SciPost Phys.17, 023.
Cite DOI arXiv
Stefan Dittmaier, Christopher Schwan, Ramon Winterhalder (2024). Full and approximated NLO predictions for like-sign W-boson scattering at the LHC. PoS LL2024.
Cite DOI arXiv
J. M. Campbell, Others (2024). Event generators for high-energy physics experiments. SciPost Phys.16, 130.
Cite DOI arXiv
Theo Heimel, Nathan Huetsch, Ramon Winterhalder, Tilman Plehn, Anja Butter (2023). Precision-Machine Learning for the Matrix Element Method. SciPost Phys.17. 129.
Cite DOI arXiv