Papers citing 'Byzantine-Robust Federated Machine Learning through Adaptive Model Averaging'

Title
Challenges and Approaches for Mitigating Byzantine Attacks in Federated LearningInternational Conference on Trust, Security and Privacy in Computing and Communications (TrustCom), 2021 Junyu Shi Wei Wan Shengshan Hu Jianrong Lu L. Zhang AAML 210 101 0 29 Dec 2021
Robust and Privacy-Preserving Collaborative Learning: A Comprehensive Survey Shangwei Guo Xu Zhang Feiyu Yang Tianwei Zhang Yan Gan Tao Xiang Yang Liu FedML 199 13 0 19 Dec 2021
SparseFed: Mitigating Model Poisoning Attacks in Federated Learning with Sparsification Ashwinee Panda Saeed Mahloujifar A. Bhagoji Supriyo Chakraborty Prateek Mittal FedML AAML 192 108 0 12 Dec 2021
FedRAD: Federated Robust Adaptive Distillation Stefán Páll Sturluson Samuel Trew Luis Muñoz-González Matei Grama Jonathan Passerat-Palmbach Daniel Rueckert A. Alansary FedML 157 21 0 02 Dec 2021
FL-WBC: Enhancing Robustness against Model Poisoning Attacks in Federated Learning from a Client Perspective Jingwei Sun Ang Li Louis DiValentin Amin Hassanzadeh Yiran Chen Xue Yang FedML OOD AAML 195 103 0 26 Oct 2021
Bristle: Decentralized Federated Learning in Byzantine, Non-i.i.d. Environments Joost Verbraeken M. Vos J. Pouwelse 142 4 0 21 Oct 2021
Federated Learning via Plurality Vote Kai Yue Richeng Jin Chau-Wai Wong H. Dai FedML 237 10 0 06 Oct 2021
Byzantine-robust Federated Learning through Collaborative Malicious Gradient Filtering Jian Xu Shao-Lun Huang Linqi Song Tian-Shing Lan FedML AAML 165 68 0 13 Sep 2021
Byzantine Fault-Tolerance in Federated Local SGD under 2f-RedundancyIEEE Transactions on Control of Network Systems (TCNS), 2021 Nirupam Gupta Thinh T. Doan Nitin H. Vaidya FedML 151 12 0 26 Aug 2021
Data-Free Evaluation of User Contributions in Federated LearningInternational Symposium on Modeling and Optimization in Mobile, Ad-Hoc and Wireless Networks (WiOpt), 2021 Hongtao Lv Zhenzhe Zheng Tie-Mei Luo Fan Wu Shaojie Tang Lifeng Hua Rongfei Jia Chengfei Lv FedML 139 33 0 24 Aug 2021
A Decentralized Federated Learning Framework via Committee Mechanism with Convergence Guarantee Chunjiang Che Xiaoli Li Chuan Chen Xiaoyu He Zibin Zheng FedML 366 91 0 01 Aug 2021
LEGATO: A LayerwisE Gradient AggregaTiOn Algorithm for Mitigating Byzantine Attacks in Federated LearningIEEE International Conference on Cloud Computing (CLOUD), 2021 Kamala Varma Yi Zhou Nathalie Baracaldo Ali Anwar FedML 121 17 0 26 Jul 2021
RobustFed: A Truth Inference Approach for Robust Federated LearningInternational Conference on Information and Knowledge Management (CIKM), 2021 Farnaz Tahmasebian Jian Lou Li Xiong FedML 101 26 0 18 Jul 2021
Federated Learning with Unreliable Clients: Performance Analysis and Mechanism DesignIEEE Internet of Things Journal (IEEE IoT Journal), 2021 Chuan Ma Jun Li Ming Ding Kang Wei Wen Chen H. Vincent Poor FedML 146 35 0 10 May 2021
From Distributed Machine Learning to Federated Learning: A SurveyKnowledge and Information Systems (KAIS), 2021 Ji Liu Jizhou Huang Yang Zhou Xuhong Li Shilei Ji Haoyi Xiong Dejing Dou FedML OOD 252 311 0 29 Apr 2021
Robust Federated Learning with Attack-Adaptive Aggregation Ching Pui Wan Qifeng Chen OOD FedML 140 34 0 10 Feb 2021
SAFELearning: Enable Backdoor Detectability In Federated Learning With Secure AggregationIEEE Transactions on Information Forensics and Security (IEEE TIFS), 2021 Zhuosheng Zhang Jiarui Li Shucheng Yu C. Makaya FedML 128 31 0 04 Feb 2021
Covert Model Poisoning Against Federated Learning: Algorithm Design and OptimizationIEEE Transactions on Dependable and Secure Computing (IEEE TDSC), 2021 Kang Wei Jun Li Ming Ding Chuan Ma Yo-Seb Jeon H. Vincent Poor FedML 125 11 0 28 Jan 2021
FLAME: Taming Backdoors in Federated Learning (Extended Version 1) T. D. Nguyen Phillip Rieger Huili Chen Hossein Yalame Helen Mollering ... Azalia Mirhoseini S. Zeitouni F. Koushanfar A. Sadeghi T. Schneider AAML 271 23 0 06 Jan 2021
FLTrust: Byzantine-robust Federated Learning via Trust BootstrappingNetwork and Distributed System Security Symposium (NDSS), 2020 Xiaoyu Cao Minghong Fang Jia Liu Neil Zhenqiang Gong FedML 536 836 0 27 Dec 2020
2CP: Decentralized Protocols to Transparently Evaluate Contributivity in Blockchain Federated Learning Environments Harry Cai Daniel Rueckert Jonathan Passerat-Palmbach FedML 84 12 0 15 Nov 2020
Robust Aggregation for Adaptive Privacy Preserving Federated Learning in Healthcare Matei Grama M. Mușat Luis Muñoz-González Jonathan Passerat-Palmbach Daniel Rueckert A. Alansary OOD FedML 148 55 0 17 Sep 2020
Toward Smart Security Enhancement of Federated Learning Networks Junjie Tan Ying-Chang Liang Nguyen Cong Luong Dusit Niyato AAML 104 42 0 19 Aug 2020
Backdoor attacks and defenses in feature-partitioned collaborative learning Yang Liu Zhi-qian Yi Tianjian Chen AAML FedML 137 59 0 07 Jul 2020
Secure Byzantine-Robust Machine Learning Lie He Sai Praneeth Karimireddy Martin Jaggi OOD 217 66 0 08 Jun 2020
Distributed Momentum for Byzantine-resilient Learning El-Mahdi El-Mhamdi R. Guerraoui Sébastien Rouault FedML 129 22 0 28 Feb 2020
Byzantine-resilient Decentralized Stochastic Gradient Descent Shangwei Guo Tianwei Zhang Hanzhou Yu Xiaofei Xie Lei Ma Tao Xiang Yang Liu 175 62 0 20 Feb 2020
Robust Federated Learning with Noisy CommunicationIEEE Transactions on Communications (IEEE Trans. Commun.), 2019 F. Ang Li Chen Senior Member Ieee Nan Zhao Senior Member Ieee Yunfei Chen Weidong Wang Feng Yu FedML 137 131 0 01 Nov 2019

Challenges and Approaches for Mitigating Byzantine Attacks in Federated LearningInternational Conference on Trust, Security and Privacy in Computing and Communications (TrustCom), 2021

210

101

0

29 Dec 2021

Robust and Privacy-Preserving Collaborative Learning: A Comprehensive Survey

Yang Liu

199

13

0

19 Dec 2021

SparseFed: Mitigating Model Poisoning Attacks in Federated Learning with Sparsification

192

108

0

12 Dec 2021

FedRAD: Federated Robust Adaptive Distillation

Stefán Páll Sturluson

Samuel Trew

Luis Muñoz-González

Matei Grama

Jonathan Passerat-Palmbach

Daniel Rueckert

A. Alansary

FedML

157

21

0

02 Dec 2021

FL-WBC: Enhancing Robustness against Model Poisoning Attacks in Federated Learning from a Client Perspective

Yiran Chen

195

103

0

26 Oct 2021

Bristle: Decentralized Federated Learning in Byzantine, Non-i.i.d. Environments

Joost Verbraeken

M. Vos

J. Pouwelse

142

4

0

21 Oct 2021

Federated Learning via Plurality Vote

Chau-Wai Wong

237

10

0

06 Oct 2021

Byzantine-robust Federated Learning through Collaborative Malicious Gradient Filtering

Linqi Song

165

68

0

13 Sep 2021

Byzantine Fault-Tolerance in Federated Local SGD under 2f-RedundancyIEEE Transactions on Control of Network Systems (TCNS), 2021

151

12

0

26 Aug 2021

Data-Free Evaluation of User Contributions in Federated LearningInternational Symposium on Modeling and Optimization in Mobile, Ad-Hoc and Wireless Networks (WiOpt), 2021

139

33

0