HeteroSAg: Secure Aggregation With Heterogeneous Quantization in Federated Learning

Author:

Elkordy Ahmed Roushdy1ORCID,Avestimehr A. Salman1

Affiliation:

1. Department of Electrical Engineering, University of Southern California, Los Angeles, CA, USA

Funder

Defense Advanced Research Projects Agency

ARO

NSF

ONR

Intel/Avast via the PrivateAI Institute, and gifts from Qualcomm and Cisco

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Electrical and Electronic Engineering

Reference38 articles.

1. Comprehensive Privacy Analysis of Deep Learning: Passive and Active White-box Inference Attacks against Centralized and Federated Learning

2. Membership Inference Attacks Against Machine Learning Models

3. Exploiting unintended feature leakage in collaborative learning;melis;arXiv 1805 04049,2018

4. Secure aggregation with heterogeneous quantization in federated learning;roushdy elkordy;arXiv 2009 14388,2020

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