Author

Jiancheng Zhang

University of California, RiversideORCID 0009-0006-0460-943XUnclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Molecular Biology· 1

Signature Assays, Organisms & Methods

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Approach:deep learning· 1 Approach:statistical model· 1 Research Focus:trajectory inference· 1

Frequent Co-Authors

Alex MogilneriD· 1 shared Alexander HoffmanniD· 1 shared Lucas BöttcheriD· 1 shared Mingtao XiaiD· 1 shared Tom ChouiD· 1 shared Xiangting LiiD· 1 shared Xiaolu GuoiD· 1 shared Zhaoyi YouiD· 1 shared

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2025-2025 · peak 1/yr

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8 top collaborators · 28 mutual co-author links

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1 shared paperMolecular Biology

Alex MogilnerORCID

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1 paper

Recent·Most cited

Molecular BiologyPLoS Computational BiologyPeer-reviewedSep 17, 2025

Reconstructing Noisy Gene Regulation Dynamics UsingExtrinsic-Noise-Driven Neural Stochastic Differential Equations

Jiancheng Zhang, Xiangting Li, Xiaolu Guo…·Mingtao Xia

This paper introduces an END-nSDE framework to reconstruct noisy gene regulation dynamics from heterogeneous cell populations, outperforming RNNs and LSTMs in modeling extrinsic noise effects.

2 citations

deep learningstatistical model

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