From Pixels to Components: Eigenvector Masking for Visual Representation Learning

Authors: Bizeul, Alice, Sutter, Thomas, Ryser, Alain, Schölkopf, Bernhard, von Kügelgen, Julius, Vogt, Julia E.

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Computer Vision and Pattern Recognition

Access URL: http://arxiv.org/abs/2502.06314

RadVLM: A Multitask Conversational Vision-Language Model for Radiology

Authors: Deperrois, Nicolas, Matsuo, Hidetoshi, Ruipérez-Campillo, Samuel, Vandenhirtz, Moritz, Laguna, Sonia, Ryser, Alain, Fujimoto, Koji, Nishio, Mizuho, Sutter, Thomas M., Vogt, Julia E., Kluckert, Jonas, Frauenfelder, Thomas, Blüthgen, Christian, Nooralahzadeh, Farhad, Krauthammer, Michael

Subject Terms: Computer Science - Computer Vision and Pattern Recognition, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2502.03333

Can Generative AI Learn Physiological Waveform Morphologies? A Study on Denoising Intracardiac Signals in Ischemic Cardiomyopathy

Authors: Ruiperez-Campillo, Samuel, Ryser, Alain, Sutter, Thomas M., Feng, Ruibin, Ganesan, Prasanth, Deb, Brototo, Brennan, Kelly A., Kolk, Maarten Z.H., Tjong, Fleur V.Y., Rogers, Albert J., Narayan, Sanjiv M., Vogt, Julia E.

Source: 2024 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) Engineering in Medicine and Biology Society (EMBC), 2024 46th Annual International Conference of the IEEE. :1-4 Jul, 2024

Relation: 2024 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)

Weakly-Supervised Multimodal Learning on MIMIC-CXR

Authors: Agostini, Andrea, Chopard, Daphné, Meng, Yang, Fortin, Norbert, Shahbaba, Babak, Mandt, Stephan, Sutter, Thomas M., Vogt, Julia E.

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2411.10356

Automatic Classification of General Movements in Newborns

Authors: Chopard, Daphné, Laguna, Sonia, Chin-Cheong, Kieran, Dietz, Annika, Badura, Anna, Wellmann, Sven, Vogt, Julia E.

Subject Terms: Computer Science - Machine Learning, Computer Science - Computer Vision and Pattern Recognition

Access URL: http://arxiv.org/abs/2411.09821

Cross-Entropy Is All You Need To Invert the Data Generating Process

Authors: Reizinger, Patrik, Bizeul, Alice, Juhos, Attila, Vogt, Julia E., Balestriero, Randall, Brendel, Wieland, Klindt, David

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2410.21869

Exploiting Interpretable Capabilities with Concept-Enhanced Diffusion and Prototype Networks

Authors: Carballo-Castro, Alba, Laguna, Sonia, Vandenhirtz, Moritz, Vogt, Julia E.

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2410.18705

Hierarchical Clustering for Conditional Diffusion in Image Generation

Authors: Goncalves, Jorge da Silva, Manduchi, Laura, Vandenhirtz, Moritz, Vogt, Julia E.

Subject Terms: Computer Science - Computer Vision and Pattern Recognition

Access URL: http://arxiv.org/abs/2410.16910

From Logits to Hierarchies: Hierarchical Clustering made Simple

Authors: Palumbo, Emanuele, Vandenhirtz, Moritz, Ryser, Alain, Daunhawer, Imant, Vogt, Julia E.

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Computer Vision and Pattern Recognition

Access URL: http://arxiv.org/abs/2410.07858

Structured Generations: Using Hierarchical Clusters to guide Diffusion Models

Authors: Goncalves, Jorge da Silva, Manduchi, Laura, Vandenhirtz, Moritz, Vogt, Julia E.

Subject Terms: Computer Science - Machine Learning, Computer Science - Computer Vision and Pattern Recognition

Access URL: http://arxiv.org/abs/2407.06124

scTree: Discovering Cellular Hierarchies in the Presence of Batch Effects in scRNA-seq Data

Authors: Vandenhirtz, Moritz, Barkmann, Florian, Manduchi, Laura, Vogt, Julia E., Boeva, Valentina

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2406.19300

Stochastic Concept Bottleneck Models

Authors: Vandenhirtz, Moritz, Laguna, Sonia, Marcinkevičs, Ričards, Vogt, Julia E.

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2406.19272

Anomaly Detection by Context Contrasting

Authors: Ryser, Alain, Sutter, Thomas M., Marx, Alexander, Vogt, Julia E.

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2405.18848

What Does Evaluation of Explainable Artificial Intelligence Actually Tell Us? A Case for Compositional and Contextual Validation of XAI Building Blocks

Authors: Sokol, Kacper, Vogt, Julia E.

Subject Terms: Computer Science - Human-Computer Interaction, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2403.12730

Unity by Diversity: Improved Representation Learning in Multimodal VAEs

Authors: Sutter, Thomas M., Meng, Yang, Agostini, Andrea, Chopard, Daphné, Fortin, Norbert, Vogt, Julia E., Shahbaba, Babak, Mandt, Stephan

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2403.05300

On the Challenges and Opportunities in Generative AI

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

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2403.00025

Benchmarking the Fairness of Image Upsampling Methods

Authors: Laszkiewicz, Mike, Daunhawer, Imant, Vogt, Julia E., Fischer, Asja, Lederer, Johannes

Subject Terms: Computer Science - Computer Vision and Pattern Recognition, Computer Science - Artificial Intelligence, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2401.13555

Beyond Concept Bottleneck Models: How to Make Black Boxes Intervenable?

Authors: Laguna, Sonia, Marcinkevičs, Ričards, Vandenhirtz, Moritz, Vogt, Julia E.

Subject Terms: Computer Science - Machine Learning, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2401.13544

This Reads Like That: Deep Learning for Interpretable Natural Language Processing

Authors: Fanconi, Claudio, Vandenhirtz, Moritz, Husmann, Severin, Vogt, Julia E.

Source: Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing

Subject Terms: Computer Science - Computation and Language, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2310.17010

On the Properties and Estimation of Pointwise Mutual Information Profiles

Authors: Czyż, Paweł, Grabowski, Frederic, Vogt, Julia E., Beerenwinkel, Niko, Marx, Alexander

Subject Terms: Statistics - Machine Learning, Computer Science - Information Theory, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2310.10240