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Qian Zhao

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Preprint Aug 2026

CellWorld: From Gene-Level Reconstruction to Latent Cell Prediction in Spatial Transcriptomics Foundation Models

It is shown that latent-space predictive pretraining can provide a scalable route to foundation models for spatial transcriptomics and introduces CellWorld, which predicts the latent representations of masked cells from visible spatial context and a limited partial-expression hint.

Hai-Ping Liu, Qian Zhao, Li-Jing Lin et al. · 0 citations

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