Before revision:  The sparsity of the graphs is exploited hierarchically by storing only non-empty tiles of the graphs and non-zero elements within each tile using a coordinate format and bitmaps, respectively.
After revision:  The sparsity of the graphs hierarchically by storing only non-empty tiles of the graphs and non-zero elements within each tile using a coordinate format and bitmaps, respectively.