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Mechanistic gene-regulation-based trajectory inference with bowside

While single-cell RNA sequencing enables the in-depth study of differentiation processes, simultaneous trajectory inference and gene regulatory network reconstruction remain challenging. We propose bowside, a shallow neural stochastic differentiation model that mechanistically models gene regulation. Our method successfully recovers gene expression trends and the underlying regulatory…

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