Learning Robust Models Using the Principle of Independent Causal Mechanisms. - Jens Müller 009; Robert Schmier; Lynton Ardizzone; Carsten Rother; Ullrich Köthe (GCPR, 2021)

On the Convergence Rate of Gaussianization with Random Rotations. - Felix Draxler; Lars Kühmichel; Armand Rousselot; Jens Müller 009; Christoph Schnörr; Ullrich Köthe (ICML, 2023)

Towards Context-Aware Domain Generalization: Representing Environments with Permutation-Invariant Networks. - Jens Müller 009; Lars Kühmichel; Martin Rohbeck; Stefan T. Radev; Ullrich Köthe (CoRR, 2023)

Finding Competence Regions in Domain Generalization. - Jens Müller 009; Stefan T. Radev; Robert Schmier; Felix Draxler; Carsten Rother; Ullrich Köthe (Trans. Mach. Learn. Res., 2023)

Deciphering the Definition of Adversarial Robustness for post-hoc OOD Detectors. - Peter Lorenz; Mario Fernandez; Jens Müller 009; Ullrich Köthe (CoRR, 2024)

Robustness and Domain Generalization. - Jens Müller 009 (2024)