activity
20202025
most citedThink Locally, Act Globally: Federated Learning with Local and Global Representations

138 citations · 201 across the 13 of their papers we have counts for

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Showing 2022Show all

2 papers · 1 filter

cs.CY2022★ 26 cited

Confidence-Ranked Reconstruction of Census Microdata from Published Statistics

Travis Dick, Cynthia Dwork, Michael Kearns +4

A reconstruction attack on a private dataset takes as input some publicly accessible information about the dataset and produces a list of candidate elements of . We introduc…

cs.LG2022

Private Synthetic Data with Hierarchical Structure

Terrance Liu, Zhiwei Steven Wu

We study the problem of differentially private synthetic data generation for hierarchical datasets in which individual data points are grouped together (e.g., people within househo…