Zhi Liu

Deciphering tissue architecture with StKAN: A multi-modal deep learning framework combining morphology and spatial transcriptomics.

StKAN is introduced, a novel framework integrating Kolmogorov-Arnold Network with variational autoencoder to effectively model spatially resolved gene expression with graph attention network and shows strong potential for downstream analyses, offering deeper insights into disease pathology and tumor invasion.