Garfield: System Support for Byzantine Machine Learning

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Garfield: System Support for Byzantine Machine Learning

12 October 2020

Arsany Guirguis

El-Mahdi El-Mhamdi

Anton Alexandre Ragot

Sébastien Rouault

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Papers citing "Garfield: System Support for Byzantine Machine Learning"

13 / 13 papers shown

Title
Zeno++: Robust Fully Asynchronous SGD Cong Xie Oluwasanmi Koyejo Indranil Gupta FedML 60 108 0 17 Mar 2019
Fall of Empires: Breaking Byzantine-tolerant SGD by Inner Product Manipulation Cong Xie Oluwasanmi Koyejo Indranil Gupta FedML AAML 57 259 0 10 Mar 2019
RSA: Byzantine-Robust Stochastic Aggregation Methods for Distributed Learning from Heterogeneous Datasets Liping Li Canran Xu Xiangnan He Yixin Cao Tat-Seng Chua FedML 114 596 0 09 Nov 2018
Measuring the Effects of Data Parallelism on Neural Network Training Christopher J. Shallue Jaehoon Lee J. Antognini J. Mamou J. Ketterling Yao Wang 82 409 0 08 Nov 2018
COLA: Decentralized Linear Learning Lie He An Bian Martin Jaggi 88 120 0 13 Aug 2018
TicTac: Accelerating Distributed Deep Learning with Communication Scheduling Sayed Hadi Hashemi Sangeetha Abdu Jyothi R. Campbell 41 197 0 08 Mar 2018
Byzantine-Robust Distributed Learning: Towards Optimal Statistical Rates Dong Yin Yudong Chen Kannan Ramchandran Peter L. Bartlett OOD FedML 121 1,500 0 05 Mar 2018
Generalized Byzantine-tolerant SGD Cong Xie Oluwasanmi Koyejo Indranil Gupta AAML 73 258 0 27 Feb 2018
Poseidon: An Efficient Communication Architecture for Distributed Deep Learning on GPU Clusters Huatian Zhang Zeyu Zheng Shizhen Xu Wei-Ming Dai Qirong Ho Xiaodan Liang Zhiting Hu Jinliang Wei P. Xie Eric Xing GNN 67 345 0 11 Jun 2017
Distributed Statistical Machine Learning in Adversarial Settings: Byzantine Gradient Descent Yudong Chen Lili Su Jiaming Xu FedML 64 244 0 16 May 2017
TensorFlow: A system for large-scale machine learning Martín Abadi P. Barham Jianmin Chen Zhiwen Chen Andy Davis ... Vijay Vasudevan Pete Warden Martin Wicke Yuan Yu Xiaoqiang Zhang GNN AI4CE 433 18,361 0 27 May 2016
Identity Mappings in Deep Residual Networks Kaiming He Xinming Zhang Shaoqing Ren Jian Sun 354 10,184 0 16 Mar 2016
Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning Christian Szegedy Sergey Ioffe Vincent Vanhoucke Alexander A. Alemi 377 14,253 0 23 Feb 2016