JV
Julia E. Vogt
cs.LGcs.AIcs.CVstat.MLmachine learningeess.IVMachine LearningArtificial Intelligencepediatricsartificial intelligence
On Valency
published · living versionsW_thuve42j·v1 · currentpublished
Parallel Language Models via Variational Decoding
with Felix Draxler, Robin C. Geyer, Daniel Geyfman, Farrin Marouf Sofian +11
1 version
Preprints & journals
118 papers in the corpus · 2010–2026Parallel Language Models via Variational Decoding2610.26693v1 · Felix Draxler, Robin C. Geyer, Daniel Geyfman et al.2026 · 0 citationsarXivon Valency
Residual Stochastic Concept Bottleneck Models2610.23421v2 · Stephen Marcou, Mateo Espinosa Zarlenga, Sonia Laguna et al.2026 · 0 citationsarXiv
Tabular Foundation Models Are Effectively Shallow2610.13253v1 · Irene Cannistraci, Julia E. Vogt2026 · 0 citationsarXiv
Wavelet Flow Matching for Time Series2609.39374v2 · Lucas Poinsignon, Jorge da Silva Goncalves, Samuel Ruiperez-Campillo et al.2026 · 0 citationsarXiv
Cyclostationary Phase Conditioning for Medical Time Series Diffusion2609.34965v2 · Samuel Ruiperez-Campillo, Michele Copetti, Jorge da Silva Goncalves et al.2026 · 0 citationsarXiv
ConRAG: Lightweight inference of multi-hop relations2609.35193v1 · Kilian Banziger, Sonia Laguna, Markus Kreft et al.2026 · 0 citationsarXiv
DR-net-Mamba: Selective State-Space Modeling for Long-Range ECG Time-Series Denoising2609.35634v1 · Basile Morel, Samuel Ruiperez-Campillo, Andreas P. Streich et al.2026 · 0 citationsarXiv
Reading the Whole Heart: Latent-Attention Masked Autoencoders for Multimodal Cardiac Representation Learning2609.12035v3 · Andrea Agostini, Simon Bohi, Moritz Vandenhirtz et al.2026 · 0 citationsarXiv
Bowel Obstruction Detection and Localization on Abdominal CT with Deep Learning2607.22173v1 · Moritz Vandenhirtz, Andrea Agostini, Dana Belde et al.2026 · 0 citationsarXiv
Large-scale, interpretable gene regulatory network inference through biologically informed matrix factorization.42523370 · Micheletti, Soel, Fanfani, Viola, Vogt, Julia et al.2026 · 0 citationsbioRxiv : the preprint server for biology. 2026
Antithetic Sampling Enhanced Probabilistic Diffusion for Denoising Cardiac Time Series.42329950 · Ruiperez-Campillo, Samuel, Blasco-Fernandez, Pablo, Rau, Moritz et al.2026 · 0 citationsIEEE journal of biomedical and health informatics. 2026;PP
Clinical trials for continuously monitored and updated AI systems.42050181 · van Amsterdam, Wouter A C, Oberst, Michael, Feng, Jean et al.2026 · 2 citationsNature medicine. 2026;32(6):1972-1974
Multimodal Patient-Specific Identification of Atrial Flutter Circuits From ECG Time Series Using Explainable Machine Learning.42325439 · Ruiperez-Campillo, Samuel, Hernando, David, Ramirez, Elisa et al.2026 · 1 citationIEEE journal of translational engineering in health and medicine. 2026;14:248-262
Using explainable AI to identify disease-relevant and deep brain stimulation treatment-sensitive gait features in Parkinson's disease.42045915 · Mei, Zhongke, Ryser, Alain, Amprimo, Gianluca et al.2026 · 0 citationsJournal of neuroengineering and rehabilitation. 2026;23(1)
Beyond Independent Frames: Latent Attention Masked Autoencoders for Multi-View Echocardiography2604.15096v1 · Simon Bohi, Irene Cannistraci, Sergio Munoz Gonzalez et al.2026 · 0 citationsarXiv
RadAgent: A tool-using AI agent for stepwise interpretation of chest computed tomography2604.15231v2 · M'elanie Roschewitz, Kenneth Styppa, Yitian Tao et al.2026 · 0 citationsarXiv
Foundation Model for Cardiac Time Series via Masked Latent Attention2603.26475v2 · Moritz Vandenhirtz, Samuel Ruip'erez-Campillo, Simon Bohi et al.2026 · 0 citationsICLR 2026: Workshop on Foundation Models for Science
Models Designed to Forget: Machine Unlearning via Key Deletion2603.15033v5 · Sonia Laguna, Jorge da Silva Goncalves, Moritz Vandenhirtz et al.2026 · 0 citationsarXiv
Steering Generative Models for Accessibility: EasyRead Image Generation2603.13695v1 · Nicolas Dickenmann, Yanis Merzouki, Sonia Laguna et al.2026 · 0 citationsarXiv
Reference-Guided Machine Unlearning2603.11210v2 · Jonas Mirlach, Sonia Laguna, Julia E. Vogt2026 · 0 citationsarXiv
Dual-Phase Cross-Modal Contrastive Learning for CMR-Guided ECG Representations for Cardiovascular Disease Assessment2602.12883v1 · Laura Alvarez-Florez, Angel Bujalance-Gomez, Femke Raijmakers et al.2026 · 1 citationarXiv
Predicting Chronicity in Children and Adolescents With Newly Diagnosed Immune Thrombocytopenia at the Timepoint of Diagnosis Using Machine Learning-Based Approaches.41524547 · Kasser, Severin, Bizeul, Alice, Chitlur, Meera et al.2026 · 3 citationsPediatric blood & cancer. 2026;73(3):e70103
You Only Train Once: Differentiable Subset Selection for Omics Data2512.17678v2 · Daphn'e Chopard, Jorge da Silva Goncalves, Irene Cannistraci et al.2025 · 0 citationsTransactions on Machine Learning Research, 2026
Enhancing Radiology Report Generation and Visual Grounding using Reinforcement Learning2512.10691v1 · Benjamin Gundersen, Nicolas Deperrois, Samuel Ruiperez-Campillo et al.2025 · 0 citationsarXiv
ECG-XPLAIM: eXPlainable Locally-adaptive Artificial Intelligence Model for arrhythmia detection from large-scale electrocardiogram data.41179570 · Pantelidis, Panteleimon, Ruipérez-Campillo, Samuel, Vogt, Julia E et al.2025 · 8 citationsFrontiers in cardiovascular medicine. 2025;12:1659971
Post-hoc Stochastic Concept Bottleneck Models2510.08219v4 · Wiktor Jan Hoffmann, Sonia Laguna, Moritz Vandenhirtz et al.2025 · 0 citationsarXiv
Automated detection of neonatal pulmonary hypertension in echocardiograms with a deep learning model.40993360 · Michel, Holger, Ozkan, Ece, Chin-Cheong, Kieran et al.2026 · 3 citationsPediatric research. 2026;99(5):1851-1858
Temporal Representation Learning for Real-Time Ultrasound Analysis2509.01433v1 · Yves Stebler, Thomas M. Sutter, Ece Ozkan et al.2025 · 0 citationsarXiv
External validation of predictive models for diagnosis, management and severity of pediatric appendicitis.40948509 · Marcinkevičs, Ričards, Sokol, Kacper, Paulraj, Akhil et al.2025 · 2 citationsFrontiers in pediatrics. 2025;13:1587488
From Slices to Structures: Unsupervised 3D Reconstruction of Female Pelvic Anatomy from Freehand Transvaginal Ultrasound2508.14552v2 · Max Krahenmann, Sergio Tascon-Morales, Fabian Laumer et al.2025 · 0 citationsarXiv
Predicting Pulmonary Hypertension in Newborns: A Multi-view VAE Approach2507.11561v1 · Lucas Erlacher, Samuel Ruip'erez-Campillo, Holger Michel et al.2025 · 0 citationsarXiv
A Denoising VAE for Intracardiac Time Series in Ischemic Cardiomyopathy2507.14164v1 · Samuel Ruip'erez-Campillo, Alain Ryser, Thomas M. Sutter et al.2025 · 0 citationsInternational Conference on Learning Representations (ICLR) 2024 - Time Series for Healthcare Workshop
Interpretable Reward Modeling with Active Concept Bottlenecks2507.04695v2 · Sonia Laguna, Katarzyna Kobalczyk, Julia E. Vogt et al.2025 · 0 citationsICML 2025 Workshop on Programmatic Representations for Agent Learning
Interpretable Diffusion Models with B-cos Networks2507.03846v1 · Nicola Bernold, Moritz Vandenhirtz, Alice Bizeul et al.2025 · 0 citationsarXiv
Leveraging the Structure of Medical Data for Improved Representation Learning2507.02987v3 · Andrea Agostini, Sonia Laguna, Alain Ryser et al.2025 · 0 citationsPublished at the ICML 2025 Workshop on Multi-modal Foundation Models and Large Language Models for Life Sciences
Physics-Inspired Diffusion Probabilistic Models for Improved Denoising in Intracardiac Time Series.41336909 · Ruiperez-Campillo, Samuel, Rau, Moritz, Ganesan, Prasanth et al.2025 · 0 citationsAnnual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference. 2025;2025:1-5
scSSL-Bench: Benchmarking Self-Supervised Learning for Single-Cell Data2506.10031v1 · Olga Ovcharenko, Florian Barkmann, Philip Toma et al.2025 · 2 citationsarXiv
Artificial intelligence should genuinely support clinical reasoning and decision making to bridge the translational gap.40494886 · Sokol, Kacper, Fackler, James, Vogt, Julia E2025 · 105 citationsNPJ digital medicine. 2025;8(1):345
From Pixels to Perception: Interpretable Predictions via Instance-wise Grouped Feature Selection2505.06003v2 · Moritz Vandenhirtz, Julia E. Vogt2025 · 0 citationsarXiv
Measuring Leakage in Concept-Based Methods: An Information Theoretic Approach2504.09459v2 · Mikael Makonnen, Moritz Vandenhirtz, Sonia Laguna et al.2025 · 0 citationsarXiv
Beyond Glucose-Only Assessment: Advancing Nocturnal Hypoglycemia Prediction in Children with Type 1 Diabetes2504.09299v1 · Marco Voegeli, Sonia Laguna, Heike Leutheuser et al.2025 · 0 citationsarXiv
Revisiting Automatic Data Curation for Vision Foundation Models in Digital Pathology2503.18709v2 · Boqi Chen, C'edric Vincent-Cuaz, Lydia A. Schoenpflug et al.2025 · 1 citationarXiv
AI as an intervention: improving clinical outcomes relies on a causal approach to AI development and validation.39775871 · Joshi, Shalmali, Urteaga, Iñigo, van Amsterdam, Wouter A C et al.2025 · 34 citationsJournal of the American Medical Informatics Association : JAMIA. 2025;32(3):589-594
From Pixels to Components: Eigenvector Masking for Visual Representation Learning2502.06314v2 · Alice Bizeul, Thomas Sutter, Alain Ryser et al.2025 · 2 citationsarXiv
RadVLM: A Multitask Conversational Vision-Language Model for Radiology2502.03333v2 · Nicolas Deperrois, Hidetoshi Matsuo, Samuel Ruip'erez-Campillo et al.2025 · 7 citationsarXiv
Paediatric Personalized Research Network Switzerland (SwissPedHealth): a joint paediatric national data stream.39725440 · Mozun, Rebeca, Belle, Fabiën N, Agostini, Andrea et al.2024 · 5 citationsBMJ open. 2024;14(12):e091884
Weakly-Supervised Multimodal Learning on MIMIC-CXR2411.10356v1 · Andrea Agostini, Daphn'e Chopard, Yang Meng et al.2024 · 0 citationsarXiv
Towards Scalable Newborn Screening: Automated General Movement Assessment in Uncontrolled Settings2411.09821v4 · Daphn'e Chopard, Sonia Laguna, Kieran Chin-Cheong et al.2024 · 1 citationProceedings of Machine Learning Research 298 1-22, 2025 Machine Learning for Healthcare
Benchmarking Self-Supervised Learning for Single-Cell Data10.1101/2024.11.04.620867v1 · Toma, P., Ovcharenko, O., Daunhawer, I. et al.2024 · 0 citationsbioRxiv
Cross-Entropy Is All You Need To Invert the Data Generating Process2410.21869v3 · Patrik Reizinger, Alice Bizeul, Attila Juhos et al.2024 · 1 citationarXiv
Career total: 232 works. 118 are in this corpus.Showing the 50 most recent.
Profile built from the corpus for this byline.
Author records are still filling in while the Hub is in alpha. If this is your page, you'll be able to claim it soon. Spot a mistake? Tell us.