On Differentially Private Graph Sparsification and Applications

Raman Arora, Jalaj Upadhyay

Neural Information Processing Systems 

In this paper, we study private sparsification of graphs. In particular, we give an algorithm that given an input graph, returns a sparse graph which approximates the spectrum of the input graph while ensuring differential privacy.

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