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causal linearization via perturbation responses

technology1 mentionslast seen Oct 12, 2026

An approach that yields an approximation of the direct causal effects between all genes modeled by the diffusion.

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causal linearization via perturbation responsesdepends onlatent causal diffusion90% confidence1 source

causal linearization via perturbation responses

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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