Multimodal models capable of imputing diverse data used in single-cell biology studies provide potential foundational opportunities in clinical practice. However, patient data uniquely comprise longitudinal mosaic measurements that reflect underlying physiological dynamics and exhibit temporal covariation, demanding a...
Wei Wu, Gen Li, Kai Wang et al.· Nature Computational Science· 2 citations
Distribution-conditioned transport (DCT), a framework that conditions transport maps on learned embeddings of source and target distributions, enabling generalization to unseen distribution pairs, is introduced.
N. Fishman, Gokul Gowri, P. Fischer et al.· arXiv.org· 2 citations
Oncoformer provides a framework for risk-informed cancer prediction and treatment stratification using routine clinical data and was independently validated against postoperative pathological endpoints and shown to converge on core cancer genomic pathways.
Fei Liu, Kai Wang, Hui Xu et al.· Cell· 2 citations
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