Manduchi, Laura

14 publications

TMLR 2025 On the Challenges and Opportunities in Generative AI Laura Manduchi, Clara Meister, Kushagra Pandey, Robert Bamler, Ryan Cotterell, Sina Däubener, Sophie Fellenz, Asja Fischer, Thomas Gärtner, Matthias Kirchler, Marius Kloft, Yingzhen Li, Christoph Lippert, Gerard de Melo, Eric Nalisnick, Björn Ommer, Rajesh Ranganath, Maja Rudolph, Karen Ullrich, Guy Van den Broeck, Julia E Vogt, Yixin Wang, Florian Wenzel, Frank Wood, Stephan Mandt, Vincent Fortuin

ECML-PKDD 2025 TreeDiffusion: Hierarchical Generative Clustering for Conditional Diffusion Jorge da Silva Goncalves, Laura Manduchi, Moritz Vandenhirtz, Julia E. Vogt

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

ICMLW 2024 Structured Generations: Using Hierarchical Clusters to Guide Diffusion Models Jorge da Silva Gonçalves, Laura Manduchi, Moritz Vandenhirtz, Julia E Vogt

ICMLW 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

ICMLW 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

ICLR 2023 Learning Group Importance Using the Differentiable Hypergeometric Distribution Thomas M. Sutter, Laura Manduchi, Alain Ryser, Julia E Vogt

NeurIPS 2023 Tree Variational Autoencoders Laura Manduchi, Moritz Vandenhirtz, Alain Ryser, Julia Vogt

ICMLW 2023 Tree Variational Autoencoders Laura Manduchi, Moritz Vandenhirtz, Alain Ryser, Julia E Vogt

ICMLW 2023 Tree Variational Autoencoders Laura Manduchi, Moritz Vandenhirtz, Alain Ryser, Julia E Vogt

ICLR 2022 A Deep Variational Approach to Clustering Survival Data Laura Manduchi, Ričards Marcinkevičs, Michela C. Massi, Thomas Weikert, Alexander Sauter, Verena Gotta, Timothy Müller, Flavio Vasella, Marian C. Neidert, Marc Pfister, Bram Stieltjes, Julia E Vogt

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

ICLRW 2022 Continuous Relaxation for the Multivariate Noncentral Hypergeometric Distribution Thomas M. Sutter, Laura Manduchi, Alain Ryser, Julia E Vogt

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