On Fragile Features and Batch Normalization in Adversarial Training. - Nils Philipp Walter; David Stutz; Bernt Schiele (CoRR, 2022)

Finding Interpretable Class-Specific Patterns through Efficient Neural Search. - Nils Philipp Walter; Jonas Fischer; Jilles Vreeken (AAAI, 2024)

Learning Exceptional Subgroups by End-to-End Maximizing KL-Divergence. - Sascha Xu; Nils Philipp Walter; Janis Kalofolias; Jilles Vreeken (ICML, 2024)

The Uncanny Valley: Exploring Adversarial Robustness from a Flatness Perspective. - Nils Philipp Walter; Linara Adilova; Jilles Vreeken; Michael Kamp (CoRR, 2024)

Neuro-Symbolic Rule Lists. - Sascha Xu; Nils Philipp Walter; Jilles Vreeken (CoRR, 2024)

Now you see me! A framework for obtaining class-relevant saliency maps. - Nils Philipp Walter; Jilles Vreeken; Jonas Fischer (CoRR, 2025)