ScionFL: Efficient and Robust Secure Quantized Aggregation

ScionFL: Efficient and Robust Secure Quantized Aggregation

13 October 2022

Helen Mollering

Ajith Suresh

Oleksandr Tkachenko

Christian Weinert

Hossein Yalame

Papers citing "ScionFL: Efficient and Robust Secure Quantized Aggregation"

9 / 9 papers shown

Title
MPClan: Protocol Suite for Privacy-Conscious Computations Nishat Koti S. Patil A. Patra Ajith Suresh 11 18 0 24 Jun 2022
QUIC-FL: Quick Unbiased Compression for Federated Learning Ran Ben-Basat S. Vargaftik Amit Portnoy Gil Einziger Y. Ben-Itzhak Michael Mitzenmacher FedML 64 13 0 26 May 2022
Fishing for User Data in Large-Batch Federated Learning via Gradient Magnification Yuxin Wen Jonas Geiping Liam H. Fowl Micah Goldblum Tom Goldstein FedML 79 92 0 01 Feb 2022
MPCLeague: Robust MPC Platform for Privacy-Preserving Machine Learning Ajith Suresh 21 17 0 26 Dec 2021
When the Curious Abandon Honesty: Federated Learning Is Not Private Franziska Boenisch Adam Dziedzic R. Schuster Ali Shahin Shamsabadi Ilia Shumailov Nicolas Papernot FedML AAML 69 181 0 06 Dec 2021
A Field Guide to Federated Optimization Jianyu Wang Zachary B. Charles Zheng Xu Gauri Joshi H. B. McMahan ... Mi Zhang Tong Zhang Chunxiang Zheng Chen Zhu Wennan Zhu FedML 173 411 0 14 Jul 2021
DRIVE: One-bit Distributed Mean Estimation S. Vargaftik Ran Ben-Basat Amit Portnoy Gal Mendelson Y. Ben-Itzhak Michael Mitzenmacher OOD FedML 66 51 0 18 May 2021
FLTrust: Byzantine-robust Federated Learning via Trust Bootstrapping Xiaoyu Cao Minghong Fang Jia Liu Neil Zhenqiang Gong FedML 106 611 0 27 Dec 2020
Analyzing Federated Learning through an Adversarial Lens A. Bhagoji Supriyo Chakraborty Prateek Mittal S. Calo FedML 177 1,032 0 29 Nov 2018