Private Federated Learning with Autotuned Compression

Private Federated Learning with Autotuned Compression

20 July 2023

Christopher A. Choquette-Choo

Papers citing "Private Federated Learning with Autotuned Compression"

12 / 12 papers shown

Title
FedPeWS: Personalized Warmup via Subnetworks for Enhanced Heterogeneous Federated Learning Nurbek Tastan Samuel Horváth Martin Takáč Karthik Nandakumar FedML 86 0 0 03 Oct 2024
Federated Learning of Gboard Language Models with Differential Privacy Zheng Xu Yanxiang Zhang Galen Andrew Christopher A. Choquette-Choo Peter Kairouz H. B. McMahan Jesse Rosenstock Yuanbo Zhang FedML 74 78 0 29 May 2023
Improved Utility Analysis of Private CountSketch Rasmus Pagh M. Thorup FedML 64 20 0 17 May 2022
Correlated quantization for distributed mean estimation and optimization A. Suresh Ziteng Sun Jae Hun Ro Felix X. Yu 51 12 0 09 Mar 2022
Robust and Differentially Private Mean Estimation Xiyang Liu Weihao Kong Sham Kakade Sewoong Oh OOD FedML 66 76 0 18 Feb 2021
Adaptive Quantization of Model Updates for Communication-Efficient Federated Learning Divyansh Jhunjhunwala Advait Gadhikar Gauri Joshi Yonina C. Eldar FedML MQ 43 108 0 08 Feb 2021
FetchSGD: Communication-Efficient Federated Learning with Sketching D. Rothchild Ashwinee Panda Enayat Ullah Nikita Ivkin Ion Stoica Vladimir Braverman Joseph E. Gonzalez Raman Arora FedML 50 363 0 15 Jul 2020
Locally private non-asymptotic testing of discrete distributions is faster using interactive mechanisms Thomas B. Berrett C. Butucea 44 34 0 26 May 2020
Private Mean Estimation of Heavy-Tailed Distributions Gautam Kamath Vikrant Singhal Jonathan R. Ullman 64 99 0 21 Feb 2020
Average-Case Averages: Private Algorithms for Smooth Sensitivity and Mean Estimation Mark Bun Thomas Steinke 61 74 0 06 Jun 2019
LAG: Lazily Aggregated Gradient for Communication-Efficient Distributed Learning Tianyi Chen G. Giannakis Tao Sun W. Yin 53 298 0 25 May 2018
Sever: A Robust Meta-Algorithm for Stochastic Optimization Ilias Diakonikolas Gautam Kamath D. Kane Jerry Li Jacob Steinhardt Alistair Stewart 57 288 0 07 Mar 2018