BEV-SGD: Best Effort Voting SGD for Analog Aggregation Based Federated Learning against Byzantine Attackers

18 October 2021

Papers citing "BEV-SGD: Best Effort Voting SGD for Analog Aggregation Based Federated Learning against Byzantine Attackers"

29 / 29 papers shown

Title
Joint Optimization of Communications and Federated Learning Over the Air Xin-Yue Fan Yue Wang Yan Huo Z. Tian FedML 17 54 0 08 Apr 2021
1-Bit Compressive Sensing for Efficient Federated Learning Over the Air Xin-Yue Fan Yue Wang Yan Huo Z. Tian FedML 48 33 0 30 Mar 2021
Edge Federated Learning Via Unit-Modulus Over-The-Air Computation Shuai Wang Yuncong Hong Rui Wang Qi Hao Yik-Chung Wu Derrick Wing Kwan Ng FedML 38 47 0 28 Jan 2021
Fast Convergence Algorithm for Analog Federated Learning Shuhao Xia Jingyang Zhu Yuhan Yang Yong Zhou Yuanming Shi Wei Chen FedML 32 31 0 30 Oct 2020
One-Bit Over-the-Air Aggregation for Communication-Efficient Federated Edge Learning: Design and Convergence Analysis Guangxu Zhu Yuqing Du Deniz Gunduz Kaibin Huang 49 309 0 16 Jan 2020
Federated Variance-Reduced Stochastic Gradient Descent with Robustness to Byzantine Attacks Zhaoxian Wu Qing Ling Tianyi Chen G. Giannakis FedML AAML 52 182 0 29 Dec 2019
Energy-Aware Analog Aggregation for Federated Learning with Redundant Data Yuxuan Sun Sheng Zhou Deniz Gündüz FedML 27 95 0 01 Nov 2019
A Joint Learning and Communications Framework for Federated Learning over Wireless Networks Mingzhe Chen Zhaohui Yang Walid Saad Changchuan Yin H. Vincent Poor Shuguang Cui FedML 59 1,181 0 17 Sep 2019
Federated Learning over Wireless Fading Channels M. Amiri Deniz Gunduz 89 508 0 23 Jul 2019
Collaborative Machine Learning at the Wireless Edge with Blind Transmitters M. Amiri T. Duman Deniz Gunduz 31 54 0 08 Jul 2019
Deep Leakage from Gradients Ligeng Zhu Zhijian Liu Song Han FedML 56 2,185 0 21 Jun 2019
Secure Distributed On-Device Learning Networks With Byzantine Adversaries Yanjie Dong Julian Cheng Md. Jahangir Hossain Victor C. M. Leung FedML 30 23 0 03 Jun 2019
Fast and Robust Distributed Learning in High Dimension El-Mahdi El-Mhamdi R. Guerraoui Sébastien Rouault OOD FedML 15 16 0 05 May 2019
Zeno++: Robust Fully Asynchronous SGD Cong Xie Oluwasanmi Koyejo Indranil Gupta FedML 21 107 0 17 Mar 2019
Federated Learning via Over-the-Air Computation Kai Yang Tao Jiang Yuanming Shi Z. Ding FedML 57 874 0 31 Dec 2018
Broadband Analog Aggregation for Low-Latency Federated Edge Learning (Extended Version) Guangxu Zhu Yong Wang Kaibin Huang FedML 45 638 0 30 Dec 2018
Towards an Intelligent Edge: Wireless Communication Meets Machine Learning Guangxu Zhu Dongzhu Liu Yuqing Du Changsheng You Jun Zhang Kaibin Huang 36 506 0 02 Sep 2018
Cooperative SGD: A unified Framework for the Design and Analysis of Communication-Efficient SGD Algorithms Jianyu Wang Gauri Joshi 88 348 0 22 Aug 2018
Zeno: Distributed Stochastic Gradient Descent with Suspicion-based Fault-tolerance Cong Xie Oluwasanmi Koyejo Indranil Gupta FedML 30 46 0 25 May 2018
LAG: Lazily Aggregated Gradient for Communication-Efficient Distributed Learning Tianyi Chen G. Giannakis Tao Sun W. Yin 49 298 0 25 May 2018
Byzantine-Robust Distributed Learning: Towards Optimal Statistical Rates Dong Yin Yudong Chen Kannan Ramchandran Peter L. Bartlett OOD FedML 69 1,483 0 05 Mar 2018
The Hidden Vulnerability of Distributed Learning in Byzantium El-Mahdi El-Mhamdi R. Guerraoui Sébastien Rouault AAML FedML 52 743 0 22 Feb 2018
signSGD: Compressed Optimisation for Non-Convex Problems Jeremy Bernstein Yu Wang Kamyar Azizzadenesheli Anima Anandkumar FedML ODL 69 1,026 0 13 Feb 2018
Deep Gradient Compression: Reducing the Communication Bandwidth for Distributed Training Chengyue Wu Song Han Huizi Mao Yu Wang W. Dally 102 1,394 0 05 Dec 2017
Sparse Communication for Distributed Gradient Descent Alham Fikri Aji Kenneth Heafield 44 738 0 17 Apr 2017
Federated Learning: Strategies for Improving Communication Efficiency Jakub Konecný H. B. McMahan Felix X. Yu Peter Richtárik A. Suresh Dave Bacon FedML 267 4,620 0 18 Oct 2016
QSGD: Communication-Efficient SGD via Gradient Quantization and Encoding Dan Alistarh Demjan Grubic Jerry Li Ryota Tomioka Milan Vojnović MQ 51 425 0 07 Oct 2016
Communication-Efficient Learning of Deep Networks from Decentralized Data H. B. McMahan Eider Moore Daniel Ramage S. Hampson Blaise Agüera y Arcas FedML 223 17,235 0 17 Feb 2016
Geometric median and robust estimation in Banach spaces Stanislav Minsker 100 312 0 06 Aug 2013