How Much Privacy Does Federated Learning with Secure Aggregation Guarantee?

3 August 2022

Papers citing "How Much Privacy Does Federated Learning with Secure Aggregation Guarantee?"

5 / 5 papers shown

Title
Guarding the Privacy of Label-Only Access to Neural Network Classifiers via iDP Verification Anan Kabaha Dana Drachsler-Cohen AAML 60 0 0 23 Feb 2025
Measuring the Effects of Non-Identical Data Distribution for Federated Visual Classification T. Hsu Qi Matthew Brown FedML 106 1,128 0 13 Sep 2019
A Tail-Index Analysis of Stochastic Gradient Noise in Deep Neural Networks Umut Simsekli Levent Sagun Mert Gurbuzbalaban 75 241 0 18 Jan 2019
LEAF: A Benchmark for Federated Settings S. Caldas Sai Meher Karthik Duddu Peter Wu Tian Li Jakub Konecný H. B. McMahan Virginia Smith Ameet Talwalkar FedML 96 1,410 0 03 Dec 2018
The CLT in high dimensions: quantitative bounds via martingale embedding Ronen Eldan Dan Mikulincer Alex Zhai 25 38 0 24 Jun 2018