Approximate Message Passing (AMP) algorithms have transformed the landscape of sparse signal recovery by providing low-complexity, iterative schemes that approach information-theoretic limits.

Single-cell technologies enable high-resolution studies of phenotype-defining molecular mechanisms. However, data sparsity and cellular heterogeneity make modeling biological variability across single ...