Author

Avi Heyman

Duke University

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Systems Biology· 1

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

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César A. Villalobos· 1 shared Emrah ŞimşekiD· 1 shared Hugh C. DavisiD· 1 shared Jia Grace LuiD· 1 shared Kinshuk Sahu· 1 shared Lingchong YouiD· 1 shared

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2026-2026 · peak 1/yr

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César A. Villalobos

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1 paper

Recent·Most cited

Simulation-conditioned generative modeling for biologically realistic pattern prediction

Kinshuk Sahu, Hugh C. Davis, Jia Grace Lu, César A. Villalobos, Avi Heyman, Emrah Şimşek, 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.

bioRxiv · May 11, 2026 · PreprintSystems Biology