signSGD with Majority Vote is Communication Efficient And Fault Tolerant

signSGD with Majority Vote is Communication Efficient And Fault Tolerant

11 October 2018

Jeremy Bernstein

Kamyar Azizzadenesheli

Anima Anandkumar

Papers citing "signSGD with Majority Vote is Communication Efficient And Fault Tolerant"

10 / 10 papers shown

Title
Breaking the Communication-Privacy-Accuracy Tradeoff with $f$ -Differential Privacy Richeng Jin Z. Su C. Zhong Zhaoyang Zhang Tony Q.S. Quek H. Dai FedML 29 2 0 19 Feb 2023
Privacy Assessment of Federated Learning using Private Personalized Layers T. Jourdan A. Boutet Carole Frindel FedML 47 7 0 15 Jun 2021
DP-SIGNSGD: When Efficiency Meets Privacy and Robustness Lingjuan Lyu FedML AAML 27 19 0 11 May 2021
1-bit Adam: Communication Efficient Large-Scale Training with Adam's Convergence Speed Hanlin Tang Shaoduo Gan A. A. Awan Samyam Rajbhandari Conglong Li Xiangru Lian Ji Liu Ce Zhang Yuxiong He AI4CE 45 84 0 04 Feb 2021
Privacy and Robustness in Federated Learning: Attacks and Defenses Lingjuan Lyu Han Yu Xingjun Ma Chen Chen Lichao Sun Jun Zhao Qiang Yang Philip S. Yu FedML 183 355 0 07 Dec 2020
Optimization for Supervised Machine Learning: Randomized Algorithms for Data and Parameters Filip Hanzely 34 0 0 26 Aug 2020
Resilience in Collaborative Optimization: Redundant and Independent Cost Functions Nirupam Gupta Nitin H. Vaidya 30 18 0 21 Mar 2020
Stochastic-Sign SGD for Federated Learning with Theoretical Guarantees Richeng Jin Yufan Huang Xiaofan He H. Dai Tianfu Wu FedML 22 63 0 25 Feb 2020
Robust and Communication-Efficient Federated Learning from Non-IID Data Felix Sattler Simon Wiedemann K. Müller Wojciech Samek FedML 24 1,331 0 07 Mar 2019
Sparse Binary Compression: Towards Distributed Deep Learning with minimal Communication Felix Sattler Simon Wiedemann K. Müller Wojciech Samek MQ 24 211 0 22 May 2018