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Andreas Krause

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#diffusion models Open access Jan 2026

Latent Causal Diffusions for Single-Cell Perturbation Modeling

Perturbation screens hold the potential to systematically map regulatory processes at single-cell resolution, yet modeling and predicting transcriptome-wide responses to perturbations remains a major computational challenge. Existing methods often underperform simple baselines, fail to disentangle measurement noise fro...

Lars Lorch, Jia-Qi Zhang, Charlotte Bunne et al. · 7 citations · ⚡2

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