📝 All Publications

Sonia Laguna, Katarzyna Kobalczyk, Julia E. Vogt, Mihaela Van Der Schaar (2025). Interpretable Reward Modeling with Active Concept Bottlenecks. In ICML 2025 Workshop PRAL.

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. In ICML 2025 Workshop FM4LS.

Daphné Chopard*, Sonia Laguna*, Kieran Chin-Cheong*, Annika Dietz, Anna Badura, Sven Wellmann, Julia E. Vogt (2025). Towards Scalable Newborn Screening: Automated General Movement Assessment in Uncontrolled Settings. In Proceedings of Machine Learning Research - Machine Learning for Healthcare 2025, previous version in ICLR 2025 (Best Paper Award - Oral) Workshop AI4CHL and Findings ML4H Symposium colocated with NeurIPS 2024.

Sonia Laguna, Alberto Garcia-Garcia, Marie-Julie Rakotosaona, Stylianos Moschoglou, Leonhard Helminger, Sergio Orts-Escolano (2025). Text To 3D Object Generation For Scalable Room Assembly. In ICLR 2025 Workshop Synth Data.

Mikael Makonnen, Moritz Vandenhirtz, Sonia Laguna, Julia E Vogt (2025). Measuring Leakage in Concept-Based Methods: An Information Theoretic Approach. In ICLR 2025 Workshop XAI4Science.

Marco Voegeli*, Sonia Laguna*, Heike Leutheuser, Marc Pfister, Marie-Anne Burckhardt, Julia E Vogt (2025). Beyond Glucose-Only Assessment: Advancing Nocturnal Hypoglycemia Prediction in Children with Type 1 Diabetes. In ICLR 2025 Workshop AI4CHL.

Sonia Laguna, Lin Zhang, Can Deniz Bezek, Monika Farkas, Dieter Schweizer, Rahel A. Kubik-Huch, Orcun Goksel (2025). Uncertainty Estimation for Trust Attribution to Speed-of-Sound Reconstruction with Variational Networks. In International Journal of Computer Assisted Radiology and Surgery and in 16th International Conference on Information Processing in Computer-Assisted Interventions.

Nicolas Deperrois, Hidetoshi Matsuo, Samuel Ruiperez-Campillo, Moritz Vandenhirtz, Sonia Laguna, Alain Ryser, Koji Fujimoto, Mizuho Nishio, Thomas M. Sutter, Julia E. Vogt, Jonas Kluckert, Thomas Frauenfelder, Christian Bluthgen, Farhad Nooralahzadeh, Michael Krauthammer (2025). RadVLM: A Multitask Conversational Vision-Language Model for Radiology. Preprint - Arxiv.

Sonia Laguna*, Ričards Marcinkevičs*, Moritz Vandenhirtz, Julia E. Vogt (2024). Beyond Concept Bottleneck Models: How to Make Black Boxes Intervenable. In NeurIPS 2024.

Moritz Vandenhirtz*, Sonia Laguna*, Ričards Marcinkevičs, Julia E. Vogt (2024). Stochastic Concept Bottleneck Models. In NeurIPS 2024.