Publications

Simon Böhi, Irene Cannistraci, Sergio Muñoz Gonzalez, Moritz Vandenhirtz, Sonia Laguna, Samuel Ruiperez-Campillo, Max Krähenmann, Andrea Agostini, Ece Ozkan, Thomas M Sutter, Julia E Vogt (2026). Beyond Independent Frames: Latent Attention Masked Autoencoders for Multi-View Echocardiography. Preprint.
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Sonia Laguna, Jorge Da Silva Goncalves, Moritz Vandenhirtz, Alain Ryser, Irene Cannistraci, Julia E Vogt (2026). Rethinking Machine Unlearning: Models Designed to Forget via Key Deletion. Preprint.
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Moritz Vandenhirtz*, Samuel Ruipérez-Campillo*, Simon Böhi, Sonia Laguna, Irene Cannistraci, Andrea Agostini, Ece Ozkan, Thomas M Sutter, Julia E Vogt (2026). Foundation Model for Cardiac Time Series via Masked Latent Attention. Preprint.
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Moritz Vandenhirtz, Kaveh Hassani, Shervin Ghasemlou, Shuai Shao, Hamid Eghbalzadeh, Fuchun Peng, Jun Liu, Michael Louis Iuzzolino (2026). Multimodal Generative Recommendation for Fusing Semantic and Collaborative Signals. Preprint.
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Moritz Vandenhirtz, Julia E Vogt (2025). From Pixels to Perception: Interpretable Predictions via Instance-wise Grouped Feature Selection. International Conference on Machine Learning 2025.
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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.
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Nicola Bernold, Moritz Vandenhirtz, Alice Bizeul, Julia E Vogt (2025). Interpretable Diffusion Models with B-cos Networks. Actionable Interpretability Workshop at ICML 2025.
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Wiktor Jan Hoffmann, Sonia Laguna, Moritz Vandenhirtz, Emanuele Palumbo, Julia E Vogt (2025). Post-hoc Stochastic Concept Bottleneck Models. preprint.
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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.
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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.
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