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Manqi Zhou

3 accepted papers

2025

Democratizing Clinical Risk Prediction with Cross-Cohort Cross-Modal Knowledge Transfer

NeurIPS 2025poster

Clinical risk prediction plays a crucial role in early disease detection and personalized intervention. While recent models increasingly incorporate multimodal data, their development typically assumes access to large-scale, multimodal datasets and substantial computational resources. In practice, h…

Cited by 0SourceScholar
2024

Cell ontology guided transcriptome foundation model

NeurIPS 2024spotlight

Transcriptome foundation models (TFMs) hold great promises of deciphering the transcriptomic language that dictate diverse cell functions by self-supervised learning on large-scale single-cell gene expression data, and ultimately unraveling the complex mechanisms of human diseases. However, current…

2018

Cell Subclass Identification in Single-Cell RNA-Sequencing Data Using Orthogonal Nonnegative Matrix Factorization

ICASSP 2018accepted

Identification of cell subclasses using single-cell RNA-Sequencing (scRNA-Seq) data is of paramount importance since it uncovers the hidden biological processes within the cell population. While the nonnegative matrix factorization (NMF) model has been reported to be effective in various unsupervise…

Cited by 0SourceScholar