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> the "adjacency matrix" representation of a graph is very often never multiplied by a vector even in academic algorithm descriptions.

Not true. There is a whole field (graph signal processing) that studies graphs in terms of their description in matrix form (adjacency, connectivity and more). For example, you can find connected components by looking at the eigenvectors of a certain matrix.



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