Abstract High-throughput single-cell Hi-C technologies offer a powerful lens on cell-to-cell variability in the three-dimensional organization of the genome, yet their interpretation is constrained by extreme and uneven data sparsity. Zeros in contact maps can represent either genuine absence of contacts imposed by chromatin architecture (structural zeros) or missing observations due to insufficient sequencing depth (dropouts).