Might mean (unverified): Reduces graph while preserving properties.
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We found one dictionary that defines the word sparsifier:

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  1. sparsifier: Wiktionary

Definitions from Wiktionary (sparsifier)

noun:  (graph theory) A graph that is a sparse version of another.

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