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Multi-Modal Foundation Model with Whole-Slide Attention Enables Transferrable Digital Pathology at Single-Cell Resolution

2026-08-06

Abstract excerpt

Paired histopathology and spatial transcriptomics data are advancing our understanding of tissue biology and disease, but modeling both modalities at single-cell resolution while mapping local and distal cell-cell interdependencies remains computationally prohibitive. Here we introduce TissueFormer, a framework for pretraining foundation models with linear rather than quadratic computational complexity, overcoming...

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Literature Corpus work
b7e01bcb-cbf9-5989-9ea2-1c41e28b1666
DOI
10.64898/2026.07.31.741265
Open publication

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Multi-Modal Foundation Model with Whole-Slide Attention Enables Transferrable Digital Pathology at Single-Cell ResolutionDOI 10.64898/2026.07.31.741265
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