Molecular BiologyPLoS Computational BiologyPeer-reviewed
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.
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