DUET adaptively merges parametric prediction and single-cell retrieval to achieve state-of-the-art inference of spatial gene expression from histology images.
arXiv preprint arXiv:2501.15598 , year=
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A two-stage symbolic regression plus generative model framework recovers governing interaction terms and forcing in stochastic triad models while accurately predicting statistical moments up to order five.
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DUET: Dual-Paradigm Adaptive Expert Triage with Single-cell Inductive Prior for Spatial Transcriptomics Prediction
DUET adaptively merges parametric prediction and single-cell retrieval to achieve state-of-the-art inference of spatial gene expression from histology images.
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The finite expression method for turbulent dynamics with high-order moment recovery
A two-stage symbolic regression plus generative model framework recovers governing interaction terms and forcing in stochastic triad models while accurately predicting statistical moments up to order five.