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stat.ML2022
Shape And Structure Preserving Differential Privacy
Carlos Soto, Karthik Bharath, Matthew Reimherr +1
It is common for data structures such as images and shapes of 2D objects to be represented as points on a manifold. The utility of a mechanism to produce sanitized differentially p…
stat.ML2022
Perfect Spectral Clustering with Discrete Covariates
Jonathan Hehir, Xiaoyue Niu, Aleksandra Slavkovic
Among community detection methods, spectral clustering enjoys two desirable properties: computational efficiency and theoretical guarantees of consistency. Most studies of spectral…