Sparse bipartite graphs are a type of graph characterized by having two disjoint sets of vertices with edges only between vertices of different sets, and a relatively low number of edges compared to the number of vertices. They are particularly useful in applications such as network flow optimization and matching problems due to their simplified structure and efficient computability.