This Actually Looks Like that: Proto-BagNets for Local and Global Interpretability-by-Design. - Kerol Djoumessi; Bubacarr Bah; Laura Kühlewein; Philipp Berens; Lisa M. Koch (MICCAI (10), 2024)

Interpretable-by-Design Deep Survival Analysis for Disease Progression Modeling. - Julius Gervelmeyer; Sarah Müller; Kerol Djoumessi; David Merle; Simon J. Clark; Lisa M. Koch; Philipp Berens (MICCAI (10), 2024)

A Hybrid Fully Convolutional CNN-Transformer Model for Inherently Interpretable Medical Image Classification. - Kerol Djoumessi; Samuel Ofosu Mensah; Philipp Berens (CoRR, 2025)

Soft-CAM: Making black box models self-explainable for high-stakes decisions. - Kerol Djoumessi; Philipp Berens (CoRR, 2025)

Prototype-Guided and Lightweight Adapters for Inherent Interpretation and Generalisation in Federated Learning. - Samuel Ofosu Mensah; Kerol Djoumessi; Philipp Berens (CoRR, 2025)