PerturbLDM: conditional latent diffusion for modelling single-cell perturbation responses
Yu et al. · bioRxiv · 2026-08-12
PerturbLDM: Tahoe-100M-pretrained latent diffusion for conditional sc response generation across drug/dose/cell-line.
Tag: Generative AI & diffusion
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Generative AI for spatial tumor growth on MRI: a proof-of-principle study in pediatric diffuse midline glioma.
Laslo D et al. · BMC medicine · 2026-05-18
Generative AI forecasting spatial tumor growth on MRI in pediatric DMG.
X-Cell: Scaling Causal Perturbation Prediction Across Diverse Cellular Contexts via Diffusion Language Models
Wang C et al. · bioRxiv · 2026-03-20
X-Cell (Xaira): 4.9B-param diffusion model, perturbation scaling laws.
Towards building a World Model to simulate perturbation-induced cellular dynamics by AlphaCell
Chuai et al. · bioRxiv · 2026-03-05
AlphaCell: genome-wide virtual-cell world model with OT conditional flow matching for cross-context perturbation dynamics.
CellFluxV2 : An Image Generative Foundation Model for Virtual Cell Modeling
Zhang Y, Su Y, Wefers Z, Su S, Li H, Li T, Wang C, Burgess J, Lozano A, Zhou L, Ding D, Nirschl J, Lundberg E, Yeung-Levy S. · bioRxiv · 2026-01-20
CellFluxV2: image generative foundation model for virtual cell modeling.
STPath: a generative foundation model for integrating spatial transcriptomics and whole-slide images.
Huang T, Liu T, Babadi M, Ying R, Jin W. · NPJ digital medicine · 2025-11-14
STPath: generative model linking WSIs and spatial transcriptomics.