GANs for generating EFT models. - Harold Erbin; Sven Krippendorf (CoRR, 2018)

Connecting Dualities and Machine Learning. - Philip Betzler; Sven Krippendorf (CoRR, 2020)

Improving Simulations with Symmetry Control Neural Networks. - Marc Syvaeri; Sven Krippendorf (CoRR, 2021)

Detecting symmetries with neural networks. - Sven Krippendorf; Marc Syvaeri (Mach. Learn. Sci. Technol., 2021)

A duality connecting neural network and cosmological dynamics. - Sven Krippendorf; Michael Spannowsky (Mach. Learn. Sci. Technol., 2022)

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

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

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

Open Source Planning & Control System with Language Agents for Autonomous Scientific Discovery. - Licong Xu; Milind Sarkar; Anto I. Lonappan; Íñigo Zubeldia; Pablo Villanueva-Domingo; Santiago Casas; Christian Fidler; Chetana Amancharla; Ujjwal Tiwari; Adrian E. Bayer; Chadi Ait Ekioui; Miles D. Cranmer; et al. (CoRR, 2025)