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#p_theis

BTB+25

ScConcept: Contrastive Pretraining for Technology-Agnostic Single-Cell Representations Beyond Reconstruction

Preprint (Oct. 2025)

#p_kilbertus #p_theis

UER+25

Disentangled Representation Learning With the Gromov-Monge Gap

ICLR 2025

#p_akata #p_theis

TBB+25

Causal Machine Learning for Single-Cell Genomics

Nature Genetics. Mar. 2025

#p_bauer_s #p_theis

CDW+25

Transformers and Genome Language Models

Nature Machine Intelligence. Mar. 2025

#p_theis

BVT+25

A Scalable Gene Network Model of Regulatory Dynamics in Single Cells

Preprint (Mar. 2025)

#p_bauer_s #p_theis

KLF+24a

Probe Set Selection for Targeted Spatial Transcriptomics

Nature Methods 21. Dec. 2024

#p_theis

SHB+24

Transformers in Single-Cell Omics: A Review and New Perspectives

Nature Methods 21. Aug. 2024

#p_kilbertus #p_theis

UER+24

Disentangled Representation Learning Through Geometry Preservation With the Gromov-Monge Gap

SPIGM @ICML 2024

#p_akata #p_theis

AKH+24

GraphCompass: Spatial Metrics for Differential Analyses of Cell Organization Across Conditions

Bioinformatics 40.Supplement 1. Jul. 2024

#p_theis

WKH+24

Expressivity and Generalization: Fragment-Biases for Molecular GNNs

Preprint (Jun. 2024)

#p_guennemann #p_theis

EKU+24

Unbalancedness in Neural Monge Maps Improves Unpaired Domain Translation

ICLR 2024

#p_kilbertus #p_theis

GWL+24

Deep Generative Modeling of Transcriptional Dynamics for RNA Velocity Analysis in Single Cells

Nature Methods 21. Jan. 2024

#p_theis

LSD+23

Predicting Cellular Responses to Complex Perturbations in High‐throughput Screens

Molecular Systems Biology 19.e11517. Jun. 2023

#p_guennemann #p_theis

SHL+23

The Power of Motifs as Inductive Bias for Learning Molecular Distributions

Preprint (Jun. 2023)

#p_guennemann #p_theis

FST23

Modeling Intercellular Communication in Tissues Using Spatial Graphs of Cell

Nature Biotechnology 41. Mar. 2023

#p_theis

HSL+23

Best Practices for Single-Cell Analysis Across Modalities

Nature Reviews Genetics 24. Mar. 2023

#p_theis

ARS+22

Sparsity in Continuous-Depth Neural Networks

NeurIPS 2022

#p_kilbertus #p_theis

HBK+22

Predicting Cellular Responses to Novel Drug Perturbations at a Single-Cell Resolution

NeurIPS 2022

#p_guennemann #p_kilbertus #p_theis

FAR+22

Graph Neural Networks Learn Emergent Tissue Properties From Spatial Molecular Profiles

Preprint (Nov. 2022)

#p_theis

HFM+22

Probing Cell Identity Hierarchies by Fate Titration and Collision During Direct Reprogramming

Molecular Systems Biology 18.e11129. Sep. 2022

#p_theis

SFN+22

Association of Bronchial Steroid Inducible Methylation Quantitative Trait Loci With Asthma and Chronic Obstructive Pulmonary Disease Treatment Response

Clinical and Translational Allergy 12.8. Aug. 2022

#p_theis

LNL+22

Mapping Single-Cell Data to Reference Atlases by Transfer Learning

Nature Biotechnology 40. Aug. 2022

#p_theis

HBK+22a

Predicting Single-Cell Perturbation Responses for Unseen Drugs

MLDD @ICML 2022

#p_guennemann #p_kilbertus #p_theis

BFK+22

Alveolar Macrophages in Early Stage COPD Show Functional Deviations With Properties of Impaired Immune Activation

Frontiers in Immunology 13. Jul. 2022

#p_theis

PSK+22

Squidpy: A Scalable Framework for Spatial Omics Analysis

Nature Methods 19. Jan. 2022

#p_theis

LBK+22

CellRank for Directed Single-Cell Fate Mapping

Nature Methods 19.2. Jan. 2022

#p_theis

HFG+21

Graph Representation Learning for Single-Cell Biology

Current Opinion in Systems Biology 28.100347. Dec. 2021

#p_guennemann #p_theis

SHC+21

ScPower Accelerates and Optimizes the Design of Multi-Sample Single Cell Transcriptomic Studies

Nature Communications 12.6625. Nov. 2021

#p_theis

VFH+21

Group Testing for SARS-CoV-2 Allows for Up to 10-Fold Efficiency Increase Across Realistic Scenarios and Testing Strategies

Frontiers in Public Health 9. Aug. 2021

#p_krahmer #p_theis

FDK+21

Sfaira Accelerates Data and Model Reuse in Single Cell Genomics

Genome Biology 22.248. Aug. 2021

#p_theis

BSK+21

RNA Velocity—current Challenges and Future Perspectives

Molecular Systems Biology 17.e10282. Aug. 2021

#p_theis

FAW+21

Single-Cell RNA Sequencing Reveals Ex Vivo Signatures of SARS-CoV-2-Reactive T Cells Through ‘Reverse Phenotyping’

Nature Communications 12.1. Jul. 2021

#p_theis

JLW+21

Machine Learning for Perturbational Single-Cell Omics

Cell Systems 12.6. Jun. 2021

#p_theis

FST21

Learning Cell Communication From Spatial Graphs of Cells

Preprint (Jun. 2021)

#p_theis

LSD+21

Compositional Perturbation Autoencoder for Single-Cell Response Modeling

Preprint (May. 2021)

#p_theis

PSK+21

Squidpy: A Scalable Framework for Spatial Single Cell Analysis

Preprint (Apr. 2021)

#p_theis

MKB+21

Deep Learning the Collisional Cross Sections of the Peptide Universe From a Million Experimental Values

Nature Communications 12.1185. Feb. 2021

#p_theis

LBS+21a

Single-Cell Molecular Profiling of All Three Components of the HPA Axis Reveals Adrenal ABCB1 as a Regulator of Stress Adaptation

Science Advances 7.5. Jan. 2021

#p_theis

LNT+20

Conditional Out-of-Distribution Generation for Unpaired Data Using Transfer VAE

Bioinformatics 36.Supplement 2. Dec. 2020

#p_theis

CKF+20

A Sparse Deep Learning Approach for Automatic Segmentation of Human Vasculature in Multispectral Optoacoustic Tomography

Photoacoustics 20.100203. Dec. 2020

#p_theis

CRB+20

Predicting Single-Cell Gene Expression Profiles of Imaging Flow Cytometry Data With Machine Learning

Nucleic Acids Research 48.20. Nov. 2020

#p_theis

FWS+20

Predicting Antigen Specificity of Single T Cells Based on TCR CDR3 Regions

Molecular Systems Biology 16.8. Aug. 2020

#p_theis

BLP+20

Generalizing RNA Velocity to Transient Cell States Through Dynamical Modeling

Nature Biotechnology 38. Aug. 2020

#p_theis

KCR+20

In Vivo Identification of Apoptotic and Extracellular Vesicle-Bound Live Cells Using Image-Based Deep Learning

Journal of Extracellular Vesicles 9.1. Jul. 2020

#p_theis

LNL+20

Query to Reference Single-Cell Integration With Transfer Learning

Preprint (Jul. 2020)

#p_theis

BFK+20

Alterations of Multiple Alveolar Macrophage States in Chronic Obstructive Pulmonary Disease

Preprint (May. 2020)

#p_theis

SBT+20

Targeted Pharmacological Therapy Restores Β-Cell Function for Diabetes Remission

Nature Metabolism 2. Feb. 2020

#p_theis

LWT19

ScGen Predicts Single-Cell Perturbation Responses

Nature Methods 16.8. Jul. 2019

#p_theis

EBK+19

ScSLAM-Seq Reveals Core Features of Transcription Dynamics in Single Cells

Nature 571. Jul. 2019

#p_theis

LT19

Current Best Practices in Single‐cell RNA‐seq Analysis: A Tutorial

Molecular Systems Biology 15.e8746. Jun. 2019

#p_theis
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