Author

Kai Liu

2 papers indexed here

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Preprint Aug 2026

VOICE: A Vision-Omics Foundation Model Integrating Direct and Retrieval-Based Prediction of In-situ Single-Cell Gene Expression

Spatial transcriptomics can resolve gene expression at single-cell resolution, but it is costly, limited to targeted panels of a few hundred to a few thousand genes, and applicable to only a small number of samples. H&E imaging, by contrast, is cheap and collected routinely at scale. This makes predicting single-cell e...

Xin Luo, Yicheng Tao, Hao-Xuan Zeng et al. · 0 citations

#artificial intelligence Review Sep 2026

What Can a Leaderboard Certify? Compositional Controllability for Fair Evaluation and Training of Biomedical Literature-Review Agents

This work introduces compositional controllability to address compositional controllability in pipeline performance, and bounds the gap between observed and controlled score differences using only nuisance outside the window.

Zhao-Wei Han, Xiang Zhang, Lingxiao Guan et al. · 0 citations