Ming-Hao Liu

CellMSA: Context Modeling for Single-Cell Representation Learning

Single-cell transcriptomics enables profiling of cellular states at unprecedented resolution, but its high dimensionality, sparsity, and technical batch effects pose significant challenges for representation learning. Existing single-cell foundation models typically encode each cell independently or only model cells fr...