Matthias Kirchler
5 papers · 2020–2024 · 5 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Silver
🌉
Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(13)
Venues
Top co-authors
Research topics
Machine Learning
(5)
Deep Learning
(4)
Models
(3)
Artificial Intelligence
(2)
Computer Vision
(2)
Healthcare & Medicine
(2)
Bayesian & Probabilistic
(2)
Core Methods
(2)
Learning Types · Machine Learning
(2)
Optimization & Theory
(2)
Application Areas
(1)
Clinical
(1)
Domain-Specific
(1)
Generation
(1)
Learning Types · Deep Learning
(1)
Keywords
medical imaging
(2)
kernel methods
(2)
generative model
(2)
density estimation
(2)
representation learning
(2)
multimodal learning
(1)
two-sample test
(1)
genome-wide association studies
(1)
two-sample testing
(1)
normalizing flow
(1)
heterogeneous data
(1)
normalising flow
(1)
dependent data
(1)
likelihood objective
(1)
brain mri
(1)
neural network
(1)
genetic data
(1)
type-2 error
(1)
covariates
(1)
multi-source
(1)
Papers
Heterogeneous Medical Data Integration with Multi-Source StyleGAN
MIDL 2024
Kernelised Normalising Flows
ICLR 2024
Training Normalizing Flows from Dependent Data
ICML 2023
ContIG: Self-Supervised Multimodal Contrastive Learning for Medical Imaging With Genetics
CVPR 2022
Two-sample Testing Using Deep Learning
AISTATS 2020