📝 All Publications

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 ICLR 2025 (Best Paper Award - Oral) Workshop AI for Children.
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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.
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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.
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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 AI for Children.
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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.
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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.
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Sonia Laguna*, Ričards Marcinkevičs*, Moritz Vandenhirtz, Julia E. Vogt (2024). Beyond Concept Bottleneck Models: How to Make Black Boxes Intervenable. In NeurIPS 2024.
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Moritz Vandenhirtz*, Sonia Laguna*, Ričards Marcinkevičs, Julia E. Vogt (2024). Stochastic Concept Bottleneck Models. In NeurIPS 2024.
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Alba Carballo-Castro, Sonia Laguna, Moritz Vandenhirtz, Julia E. Vogt (2024). Exploiting Interpretable Capabilities with Concept-Enhanced Diffusion and Prototype Networks. In NeurIPS 2024 (Oral) Workshop Interpretable AI.
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Daphné Chopard*, Sonia Laguna*, Kieran Chin-Cheong*, Annika Dietz, Anna Badura, Sven Wellmann, Julia E. Vogt (2024). Automatic Classification of General Movements in Newborns. In Findings Machine Learning for Health (ML4H) Symposium colocated with NeurIPS 2024.
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