Zhuo Liang

BLOOM generates developmental cell-expression distributions across time using conditional flow matching, outperforming baselines in gene and cell-expression correlations.

BRIDGE generates virtual spatial transcriptomes from histology images, improving cancer diagnosis accuracy in few-shot settings and outperforming existing models.

Hist2Cell predicts fine-grained transcriptional cell types from histology images with high accuracy, enabling cellular mapping and cancer prognosis.