| A Deep Variational Approach to Clustering Survival Data L Manduchi, R Marcinkevičs, MC Massi, T Weikert, A Sauter, V Gotta, ... ICRL 2022, 2022 | 52 | 2022 |
| Deep conditional gaussian mixture model for constrained clustering L Manduchi, K Chin-Cheong, H Michel, S Wellmann, J Vogt Advances in Neural Information Processing Systems 34, 11303-11314, 2021 | 31 | 2021 |
| T-dpsom: An interpretable clustering method for unsupervised learning of patient health states L Manduchi, M Hüser, M Faltys, J Vogt, G Rätsch, V Fortuin Proceedings of the Conference on Health, Inference, and Learning, 236-245, 2021 | 27 | 2021 |
| DPSOM: Deep probabilistic clustering with self-organizing maps L Manduchi, M Hüser, J Vogt, G Rätsch, V Fortuin NeurIPS 2019 workshop on Machine Learning for Health, 2019 | 26 | 2019 |
| On the challenges and opportunities in generative ai L Manduchi, K Pandey, R Bamler, R Cotterell, S Däubener, S Fellenz, ... arXiv preprint arXiv:2403.00025, 2024 | 20 | 2024 |
| DeepHeartBeat: Latent trajectory learning of cardiac cycles using cardiac ultrasounds F Laumer, G Fringeli, A Dubatovka, L Manduchi, JM Buhmann Machine Learning for Health, 194-212, 2020 | 15 | 2020 |
| Tree Variational Autoencoders L Manduchi, M Vandenhirtz, A Ryser, J Vogt 37th Conference on Neural Information Processing Systems, 2023 | 14 | 2023 |
| Weakly supervised inference of personalized heart meshes based on echocardiography videos F Laumer, M Amrani, L Manduchi, A Beuret, L Rubi, A Dubatovka, ... Medical image analysis 83, 102653, 2023 | 11 | 2023 |
| Learning Group Importance using the Differentiable Hypergeometric Distribution TM Sutter, L Manduchi, A Ryser, JE Vogt ICLR 2023, 2023 | 7 | 2023 |
| Predicting second breast cancer among women with primary breast cancer using machine learning algorithms, a population‐based observational study ME Syleouni, N Karavasiloglou, L Manduchi, M Wanner, D Korol, L Ortelli, ... International journal of cancer 153 (5), 932-941, 2023 | 6 | 2023 |
| Anomaly detection in echocardiograms with dynamic variational trajectory models A Ryser, L Manduchi, F Laumer, H Michel, S Wellmann, JE Vogt Machine Learning for Healthcare Conference, 425-458, 2022 | 6 | 2022 |
| Interpretable prediction of pulmonary hypertension in newborns using echocardiograms H Ragnarsdottir, L Manduchi, H Michel, F Laumer, S Wellmann, E Ozkan, ... DAGM German Conference on Pattern Recognition, 529-542, 2022 | 6 | 2022 |
| Deep learning based prediction of pulmonary hypertension in newborns using echocardiograms H Ragnarsdottir, E Ozkan, H Michel, K Chin-Cheong, L Manduchi, ... International Journal of Computer Vision 132 (7), 2567-2584, 2024 | 5 | 2024 |
| Deep generative clustering with multimodal diffusion variational autoencoders E Palumbo, L Manduchi, S Laguna, D Chopard, JE Vogt The Twelfth International Conference on Learning Representations, 2024 | 4 | 2024 |
| sctree: Discovering cellular hierarchies in the presence of batch effects in scrna-seq data M Vandenhirtz, F Barkmann, L Manduchi, JE Vogt, V Boeva arXiv preprint arXiv:2406.19300, 2024 | 3 | 2024 |
| Signal is harder to learn than bias: Debiasing with focal loss M Vandenhirtz, L Manduchi, R Marcinkevičs, JE Vogt arXiv preprint arXiv:2305.19671, 2023 | 2 | 2023 |
| Structured Generations: Using Hierarchical Clusters to guide Diffusion Models JS Goncalves, L Manduchi, M Vandenhirtz, JE Vogt arXiv preprint arXiv:2407.06124, 2024 | 1 | 2024 |
| Continuous Relaxation For The Multivariate Noncentral Hypergeometric Distribution TM Sutter, L Manduchi, A Ryser, JE Vogt ICLR2022 Workshop on the Elements of Reasoning: Objects, Structure and Causality, 2022 | 1 | 2022 |
| Leveraging Cardiovascular Simulations for In-Vivo Prediction of Cardiac Biomarkers L Manduchi, A Wehenkel, J Behrmann, L Pegolotti, AC Miller, O Sener, ... arXiv preprint arXiv:2412.17542, 2024 | | 2024 |
| Hierarchical Clustering for Conditional Diffusion in Image Generation JS Goncalves, L Manduchi, M Vandenhirtz, JE Vogt arXiv preprint arXiv:2410.16910, 2024 | | 2024 |
Julia E VogtETH ZurichE-mail confirmado em inf.ethz.ch