Fabian J. Theis
5 papers · 2006–2024 · 1 venue · across top CS/AI venues
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Achievements
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π Academic Marathon Β· Full π Interdisciplinary Bridge Β· Silver πΊοΈ Taxonomy Completionist (19) π£ Hot Topic Early Bird π₯ Mega-Team Β· Squad
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Keyword Champion
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Trend Setter
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Conference Pioneer
Venues
Top co-authors
Research topics
Deep Learning
(4)
Machine Learning
(4)
Architectures
(4)
Learning Types Β· Machine Learning
(3)
Healthcare & Medicine
(2)
Core Methods
(2)
Research
(2)
Artificial Intelligence
(1)
Data Science & Analytics
(1)
Mathematics & Optimization
(1)
Application Areas
(1)
Bayesian & Probabilistic
(1)
Core AI
(1)
Learning Types Β· Deep Learning
(1)
Mathematics
(1)
Keywords
single-cell transcriptomics
(2)
gene expression
(2)
dimensionality reduction
(1)
representation learning
(1)
blind source separation
(1)
transfer learning
(1)
independent component analysis
(1)
feature extraction
(1)
subspace analysis
(1)
source separation
(1)
self-supervised learning
(1)
multimodal learning
(1)
out-of-distribution generalization
(1)
modality alignment
(1)
statistical independence
(1)
independent subspace analysis
(1)
mixture model
(1)
dynamical system
(1)
neural ordinary differential equation
(1)
foundation model
(1)
Papers
A benchmark for prediction of transcriptomic responses to chemical perturbations across cell types
NeurIPS 2024
Training Transitive and Commutative Multimodal Transformers with LoReTTa
NeurIPS 2023
Predicting Cellular Responses to Novel Drug Perturbations at a Single-Cell Resolution
NeurIPS 2022
Sparsity in Continuous-Depth Neural Networks
NeurIPS 2022
Towards a general independent subspace analysis
NeurIPS 2006