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Generalized Byzantine-tolerant SGD

27 February 2018

Papers citing "Generalized Byzantine-tolerant SGD"

33 / 133 papers shown

Title
FAT: Federated Adversarial Training Giulio Zizzo Ambrish Rawat M. Sinn Beat Buesser FedML 110 46 0 03 Dec 2020
Garfield: System Support for Byzantine Machine Learning R. Guerraoui Arsany Guirguis El-Mahdi El-Mhamdi Anton Alexandre Ragot Sébastien Rouault FedML 93 2 0 12 Oct 2020
ByzShield: An Efficient and Robust System for Distributed Training Konstantinos Konstantinidis A. Ramamoorthy AAML FedML 91 12 0 10 Oct 2020
Holdout SGD: Byzantine Tolerant Federated Learning Shahar Azulay Lior Raz Amir Globerson Tomer Koren Y. Afek FedML 65 6 0 11 Aug 2020
Collaborative Learning in the Jungle (Decentralized, Byzantine, Heterogeneous, Asynchronous and Nonconvex Learning) El-Mahdi El-Mhamdi Sadegh Farhadkhani R. Guerraoui Arsany Guirguis L. Hoang Sébastien Rouault FedML 170 76 0 03 Aug 2020
ByGARS: Byzantine SGD with Arbitrary Number of Attackers Jayanth Reddy Regatti Hao Chen Abhishek Gupta FedML AAML 87 4 0 24 Jun 2020
Backdoor Attacks on Federated Meta-Learning Chien-Lun Chen L. Golubchik Marco Paolieri FedML 87 32 0 12 Jun 2020
Better scalability under potentially heavy-tailed gradients Matthew J. Holland 87 1 0 01 Jun 2020
Byzantine-Robust Decentralized Stochastic Optimization over Static and Time-Varying Networks Jie Peng Weiyu Li Qing Ling 102 19 0 12 May 2020
Resilience in Collaborative Optimization: Redundant and Independent Cost Functions Nirupam Gupta Nitin H. Vaidya 111 18 0 21 Mar 2020
Distributed Momentum for Byzantine-resilient Learning El-Mahdi El-Mhamdi R. Guerraoui Sébastien Rouault FedML 73 22 0 28 Feb 2020
Stochastic-Sign SGD for Federated Learning with Theoretical Guarantees Richeng Jin Yufan Huang Xiaofan He H. Dai Tianfu Wu FedML 165 64 0 25 Feb 2020
Byzantine-resilient Decentralized Stochastic Gradient Descent Shangwei Guo Tianwei Zhang Hanzhou Yu Xiaofei Xie Lei Ma Tao Xiang Yang Liu 84 54 0 20 Feb 2020
Learning to Detect Malicious Clients for Robust Federated Learning Suyi Li Yong Cheng Wei Wang Yang Liu Tianjian Chen AAML FedML 139 243 0 01 Feb 2020
Federated Variance-Reduced Stochastic Gradient Descent with Robustness to Byzantine Attacks Zhaoxian Wu Qing Ling Tianyi Chen G. Giannakis FedML AAML 149 198 0 29 Dec 2019
Cronus: Robust and Heterogeneous Collaborative Learning with Black-Box Knowledge Transfer Hong Chang Virat Shejwalkar Reza Shokri Amir Houmansadr FedML 142 175 0 24 Dec 2019
Fast Machine Learning with Byzantine Workers and Servers El-Mahdi El-Mhamdi R. Guerraoui Arsany Guirguis 121 3 0 18 Nov 2019
Byzantine-Resilient Stochastic Gradient Descent for Distributed Learning: A Lipschitz-Inspired Coordinate-wise Median Approach Haibo Yang Xin Zhang Minghong Fang Jia-Wei Liu 86 45 0 10 Sep 2019
Adversary-resilient Distributed and Decentralized Statistical Inference and Machine Learning: An Overview of Recent Advances Under the Byzantine Threat Model Zhixiong Yang Arpita Gang W. Bajwa OOD AAML 120 17 0 23 Aug 2019
DETOX: A Redundancy-based Framework for Faster and More Robust Gradient Aggregation Shashank Rajput Hongyi Wang Zachary B. Charles Dimitris Papailiopoulos FedML 182 139 0 29 Jul 2019
Robust Federated Learning in a Heterogeneous Environment Avishek Ghosh Justin Hong Dong Yin Kannan Ramchandran OOD FedML 155 227 0 16 Jun 2019
Bypassing Backdoor Detection Algorithms in Deep Learning T. Tan Reza Shokri FedML AAML 143 157 0 31 May 2019
Fast and Robust Distributed Learning in High Dimension El-Mahdi El-Mhamdi R. Guerraoui Sébastien Rouault OOD FedML 77 16 0 05 May 2019
Byzantine Fault Tolerant Distributed Linear Regression Nirupam Gupta Nitin H. Vaidya 111 24 0 20 Mar 2019
Zeno++: Robust Fully Asynchronous SGD Cong Xie Oluwasanmi Koyejo Indranil Gupta FedML 148 115 0 17 Mar 2019
Distributed Byzantine Tolerant Stochastic Gradient Descent in the Era of Big Data Richeng Jin Xiaofan He H. Dai FedML 180 13 0 27 Feb 2019
A Little Is Enough: Circumventing Defenses For Distributed Learning Moran Baruch Gilad Baruch Yoav Goldberg FedML 83 563 0 16 Feb 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 193 617 0 09 Nov 2018
How To Backdoor Federated Learning Eugene Bagdasaryan Andreas Veit Yiqing Hua D. Estrin Vitaly Shmatikov SILM FedML 271 2,066 0 02 Jul 2018
Defending Against Saddle Point Attack in Byzantine-Robust Distributed Learning Dong Yin Yudong Chen Kannan Ramchandran Peter L. Bartlett FedML 196 101 0 14 Jun 2018
Zeno: Distributed Stochastic Gradient Descent with Suspicion-based Fault-tolerance Cong Xie Oluwasanmi Koyejo Indranil Gupta FedML 117 47 0 25 May 2018
Byzantine Stochastic Gradient Descent Dan Alistarh Zeyuan Allen-Zhu Haibin Zhang FedML 122 304 0 23 Mar 2018
ByRDiE: Byzantine-resilient distributed coordinate descent for decentralized learning Zhixiong Yang W. Bajwa OOD 163 143 0 28 Aug 2017