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07/02/2023
Conditionally Invariant Representation Learning for Disentangling Cellular Heterogeneity
This paper presents a novel approach that leverages domain variability t...
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05/23/2023
Training Transitive and Commutative Multimodal Transformers with LoReTTa
Collecting a multimodal dataset with two paired modalities A and B or B ...
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09/16/2022
Noise transfer for unsupervised domain adaptation of retinal OCT images
Optical coherence tomography (OCT) imaging from different camera devices...
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05/14/2022
SystemMatch: optimizing preclinical drug models to human clinical outcomes via generative latent-space matching
Translating the relevance of preclinical models (in vitro, animal models...
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06/23/2021
Beyond Predictions in Neural ODEs: Identification and Interventions
Spurred by tremendous success in pattern matching and prediction tasks, ...
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04/23/2021
A field guide to cultivating computational biology
Biomedical research centers can empower basic discovery and novel therap...
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10/04/2019
Conditional out-of-sample generation for unpaired data using trVAE
While generative models have shown great success in generating high-dime...
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10/08/2018
Fully integrative data analysis of NMR metabolic fingerprints with comprehensive patient data: a case report based on the German Chronic Kidney Disease (GCKD) study
Omics data facilitate the gain of novel insights into the pathophysiolog...
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07/08/2014