Author

Hugh C. Davis

Duke UniversityORCID 0000-0003-2197-9855Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

Click to filter author papers

Systems Biology· 1

Signature Assays, Organisms & Methods

Click to filter · or open tag

Approach:deep learning· 1 Approach:diffusion model· 1 Approach:statistical model· 1

Frequent Co-Authors

Avi Heyman· 1 shared César A. Villalobos· 1 shared Emrah ŞimşekiD· 1 shared Jia Grace LuiD· 1 shared Kinshuk Sahu· 1 shared Lingchong YouiD· 1 shared

Activity by Year

2026-2026 · peak 1/yr

Co-Author Collaboration Network

6 top collaborators · 15 mutual co-author links

Click any collaborator node to inspect or filter shared papers

Focal author (center)Selected co-authorORCID co-authorUnlinked name

Curved chords = mutual co-authorship

1 shared paperSystems Biology

Avi Heyman

Mutual co-authors in cluster

Author profile →

1 paper

Recent·Most cited

Systems BiologybioRxivPreprintMay 11, 2026

Simulation-conditioned generative modeling for biologically realistic pattern prediction

Kinshuk Sahu, Hugh C. Davis, Jia Grace Lu…·Lingchong You

This paper introduces a simulation-conditioned generative framework that combines mechanistic models with image generation to create biologically realistic patterns, enabling inference from experimental data.

DOI 10.64898/2025.12.13.694038

deep learningdiffusion model

𝕏 PostBluesky