Vertex weights are numerical values assigned to each vertex in a graph to describe its importance or property, commonly used in mathematical modeling, computer graphics, and network analysis. These weights help in optimizing problems related to shortest paths, resource allocation, and influence maximization by providing more information about the entities represented by the graph's vertices.