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

Anomaly Detection using Contrastive Normalizing Flows. - Robert Schmier; Ullrich Köthe; Christoph-Nikolas Straehle (CoRR, 2022)

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)

Positive Difference Distribution for Image Outlier Detection using Normalizing Flows and Contrastive Data. - Robert Schmier; Ullrich Köthe; Christoph-Nikolas Straehle (Trans. Mach. Learn. Res., 2023)