55 citations · 63 across the 11 of their papers we have counts for
3 papers · 1 filter
NOMAI: Scalable Federated Learning with Private Weights
Yiyi Sun, Mushtari Sadia, Amrita Roy Chowdhury
The twin goals of privacy-preserving federated learning (FL) -- harnessing distributed data while protecting the parties who contribute it -- demands three properties: model privac…
PIMENTO: A Privacy Framework for Querying Text
Mushtari Sadia, Ang Chen, Amrita Roy Chowdhury
Currently, there are two state-of-the-art, complementary privacy guarantees: contextual integrity (CI) for what may flow, and differential privacy (DP) for what may be inferred. Ye…
Trinqet: Private Triangle and Quadrangle Counting over Distributed Graphs
Mushtari Sadia, Amrita Roy Chowdhury
Triangle and quadrangle counts are core statistics in graph analysis. Yet many real-world graphs are distributed across multiple parties and encode highly sensitive relationships,…