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latent causal diffusion

technology1 mentionslast seen Oct 12, 2026

A generative model that frames single-cell gene expression as a stationary diffusion process observed under measurement noise.

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causal linearization via perturbation responsesdepends onlatent causal diffusion90% confidence1 source
latent causal diffusionapplies tosingle-cell perturbation modeling88% confidence1 source
latent causal diffusionimplementssingle-cell RNA sequencing82% confidence1 source

latent causal diffusion

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causal linearization via perturbation responsesdepends onlatent causal diffusion

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preprintarXivJan 20, 2026Latent Causal Diffusions for Single-Cell Perturbation Modeling
To interpret these learned dynamics, we develop an approach we call causal linearization via perturbation responses (CLIPR), which yields an approximation of the direct causal effects between all genes modeled by the diffusion