Publications

Moritz Vandenhirtz, Julia E Vogt (2025). From Pixels to Perception: Interpretable Predictions via Instance-wise Grouped Feature Selection. International Conference on Machine Learning 2025.
PDF Cite
Emanuele Palumbo, Moritz Vandenhirtz, Alain Ryser, Imant Daunhawer, Julia E Vogt (2025). From Logits to Hierarchies: Hierarchical Clustering made Simple. International Conference on Machine Learning 2025.
PDF Cite
Nicola Bernold, Moritz Vandenhirtz, Alice Bizeul, Julia E Vogt (2025). Interpretable Diffusion Models with B-cos Networks. Actionable Interpretability Workshop at ICML 2025.
PDF Cite
Wiktor Jan Hoffmann, Sonia Laguna, Moritz Vandenhirtz, Emanuele Palumbo, Julia E Vogt (2025). Post-hoc Stochastic Concept Bottleneck Models. preprint.
PDF Cite
Sonia Laguna, Andrea Agostini, Alain Ryser, Samuel Ruiperez-Campillo, Irene Cannistraci, Moritz Vandenhirtz, Stephan Mandt, Nicolas Deperrois, Farhad Nooralahzadeh, Michael Krauthammer, Others (2025). Structure is Supervision: Multiview Masked Autoencoders for Radiology. preprint.
PDF Cite
Andrea Agostini, Sonia Laguna, Alain Ryser, Samuel Ruiperez-Campillo, Moritz Vandenhirtz, Nicolas Deperrois, Farhad Nooralahzadeh, Michael Krauthammer, Thomas M Sutter, Julia E Vogt (2025). Leveraging the structure of medical data for improved representation learning. preprint.
PDF Cite
Mikael Makonnen, Moritz Vandenhirtz, Sonia Laguna, Julia E Vogt (2025). Measuring Leakage in Concept-Based Methods: An Information Theoretic Approach. XAI4Science Workshop at ICLR 2025.
PDF Cite
Jorge Da Silva Gonçalves, Laura Manduchi, Moritz Vandenhirtz, Julia E Vogt (2025). TreeDiffusion: Hierarchical Generative Clustering for Conditional Diffusion. Joint European Conference on Machine Learning and Knowledge Discovery in Databases.
PDF Cite
Nicolas Deperrois, Hidetoshi Matsuo, Samuel Ruipérez-Campillo, Moritz Vandenhirtz, Sonia Laguna, Alain Ryser, Koji Fujimoto, Mizuho Nishio, Thomas M Sutter, Julia E Vogt, Jonas Kluckert, Thomas Frauenfelder, Christian Blüthgen, Farhad Nooralahzadeh, Michael Krauthammer (2025). RadVLM: A multitask conversational vision-language model for radiology. preprint.
PDF Cite
Moritz Vandenhirtz*, Sonia Laguna*, Ričards Marcinkevičs, Julia E Vogt (2024). Stochastic Concept Bottleneck Models. Advances in Neural Information Processing Systems 37 (NeurIPS 2024).
PDF Cite