Variational PSOM: Deep Probabilistic Clustering with Self-Organizing Maps. - Laura Manduchi; Matthias Hüser; Gunnar Rätsch; Vincent Fortuin (CoRR, 2019)

DeepHeartBeat: Latent trajectory learning of cardiac cycles using cardiac ultrasounds. - Fabian Laumer; Gabriel Fringeli; Alina Dubatovka; Laura Manduchi; Joachim M. Buhmann (ML4H@NeurIPS, 2020)

T-DPSOM: an interpretable clustering method for unsupervised learning of patient health states. - Laura Manduchi; Matthias Hüser; Martin Faltys; Julia E. Vogt; Gunnar Rätsch; Vincent Fortuin (CHIL, 2021)

Deep Conditional Gaussian Mixture Model for Constrained Clustering. - Laura Manduchi; Kieran Chin-Cheong; Holger Michel; Sven Wellmann; Julia E. Vogt (NeurIPS, 2021)

A Deep Variational Approach to Clustering Survival Data. - Laura Manduchi; Ricards Marcinkevics; Michela Carlotta Massi; Verena Gotta; Timothy Müller; Flavio Vasella; Marian C. Neidert; Marc Pfister; Julia E. Vogt (CoRR, 2021)

Interpretable Prediction of Pulmonary Hypertension in Newborns Using Echocardiograms. - Hanna Ragnarsdóttir; Laura Manduchi; Holger Michel; Fabian Laumer; Sven Wellmann; Ece Ozkan; Julia E. Vogt (GCPR, 2022)

A Deep Variational Approach to Clustering Survival Data. - Laura Manduchi; Ricards Marcinkevics; Michela Carlotta Massi; Thomas J. Weikert; Alexander Sauter; Verena Gotta; Timothy Müller; Flavio Vasella; Marian C. Neidert; Marc Pfister; Bram Stieltjes; Julia E. Vogt (ICLR, 2022)

Anomaly Detection in Echocardiograms with Dynamic Variational Trajectory Models. - Alain Ryser; Laura Manduchi; Fabian Laumer; Holger Michel; Sven Wellmann; Julia E. Vogt (MLHC, 2022)

Continuous Relaxation For The Multivariate Non-Central Hypergeometric Distribution. - Thomas M. Sutter; Laura Manduchi; Alain Ryser; Julia E. Vogt (CoRR, 2022)

Interpretable Anomaly Detection in Echocardiograms with Dynamic Variational Trajectory Models. - Alain Ryser; Laura Manduchi; Fabian Laumer; Holger Michel; Sven Wellmann; Julia E. Vogt (CoRR, 2022)

Learning Group Importance using the Differentiable Hypergeometric Distribution. - Thomas M. Sutter; Laura Manduchi; Alain Ryser; Julia E. Vogt (ICLR, 2023)

Tree Variational Autoencoders. - Laura Manduchi; Moritz Vandenhirtz; Alain Ryser; Julia E. Vogt (NeurIPS, 2023)

Signal Is Harder To Learn Than Bias: Debiasing with Focal Loss. - Moritz Vandenhirtz; Laura Manduchi; Ricards Marcinkevics; Julia E. Vogt (CoRR, 2023)

Weakly supervised inference of personalized heart meshes based on echocardiography videos. - Fabian Laumer; Mounir Amrani; Laura Manduchi; Ami Beuret; Lena Rubi; Alina Dubatovka; Christian M. Matter; Joachim M. Buhmann (Medical Image Anal., 2023)

Challenges and Perspectives in Deep Generative Modeling (Dagstuhl Seminar 23072). - Vincent Fortuin; Yingzhen Li; Kevin Murphy; Stephan Mandt; Laura Manduchi (Dagstuhl Reports, 2023)

Deep Generative Clustering with Multimodal Diffusion Variational Autoencoders. - Emanuele Palumbo; Laura Manduchi; Sonia Laguna; Daphné Chopard; Julia E. Vogt (ICLR, 2024)

On the Challenges and Opportunities in Generative AI. - Laura Manduchi; Kushagra Pandey; Robert Bamler; Ryan Cotterell; Sina Däubener; Sophie Fellenz; Asja Fischer; Thomas Gärtner 004; Matthias Kirchler; Marius Kloft; Yingzhen Li; Christoph Lippert; et al. (CoRR, 2024)

scTree: Discovering Cellular Hierarchies in the Presence of Batch Effects in scRNA-seq Data. - Moritz Vandenhirtz; Florian Barkmann; Laura Manduchi; Julia E. Vogt; Valentina Boeva (CoRR, 2024)

Structured Generations: Using Hierarchical Clusters to guide Diffusion Models. - Jorge da Silva Goncalves; Laura Manduchi; Moritz Vandenhirtz; Julia E. Vogt (CoRR, 2024)

Hierarchical Clustering for Conditional Diffusion in Image Generation. - Jorge da Silva Goncalves; Laura Manduchi; Moritz Vandenhirtz; Julia E. Vogt (CoRR, 2024)

Leveraging Cardiovascular Simulations for In-Vivo Prediction of Cardiac Biomarkers. - Laura Manduchi; Antoine Wehenkel; Jens Behrmann; Luca Pegolotti; Andy C. Miller; Ozan Sener; Marco Cuturi; Guillermo Sapiro; Jörn-Henrik Jacobsen (CoRR, 2024)

Deep Learning Based Prediction of Pulmonary Hypertension in Newborns Using Echocardiograms. - Hanna Ragnarsdóttir; Ece Ozkan; Holger Michel; Kieran Chin-Cheong; Laura Manduchi; Sven Wellmann; Julia E. Vogt (Int. J. Comput. Vis., 2024)