Byzantine-Robust Federated Machine Learning through Adaptive Model Averaging

11 September 2019

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

27 / 77 papers shown

Title
SparseFed: Mitigating Model Poisoning Attacks in Federated Learning with Sparsification Ashwinee Panda Saeed Mahloujifar A. Bhagoji Supriyo Chakraborty Prateek Mittal FedML AAML 17 85 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 21 17 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 H. Li FedML OOD AAML 36 76 0 26 Oct 2021
Bristle: Decentralized Federated Learning in Byzantine, Non-i.i.d. Environments Joost Verbraeken M. Vos J. Pouwelse 31 4 0 21 Oct 2021
Federated Learning via Plurality Vote Kai Yue Richeng Jin Chau-Wai Wong H. Dai FedML 24 8 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 37 42 0 13 Sep 2021
Byzantine Fault-Tolerance in Federated Local SGD under 2f-Redundancy Nirupam Gupta Thinh T. Doan Nitin H. Vaidya FedML 31 11 0 26 Aug 2021
Data-Free Evaluation of User Contributions in Federated Learning Hongtao Lv Zhenzhe Zheng Tie-Mei Luo Fan Wu Shaojie Tang Lifeng Hua Rongfei Jia Chengfei Lv FedML 15 23 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 33 72 0 01 Aug 2021
LEGATO: A LayerwisE Gradient AggregaTiOn Algorithm for Mitigating Byzantine Attacks in Federated Learning Kamala Varma Yi Zhou Nathalie Baracaldo Ali Anwar FedML 23 16 0 26 Jul 2021
RobustFed: A Truth Inference Approach for Robust Federated Learning Farnaz Tahmasebian Jian Lou Li Xiong FedML 11 22 0 18 Jul 2021
Federated Learning with Unreliable Clients: Performance Analysis and Mechanism Design Chuan Ma Jun Li Ming Ding Kang Wei Wen Chen H. Vincent Poor FedML 32 28 0 10 May 2021
From Distributed Machine Learning to Federated Learning: A Survey Ji Liu Jizhou Huang Yang Zhou Xuhong Li Shilei Ji Haoyi Xiong Dejing Dou FedML OOD 51 244 0 29 Apr 2021
Robust Federated Learning with Attack-Adaptive Aggregation Ching Pui Wan Qifeng Chen OOD FedML 25 30 0 10 Feb 2021
SAFELearning: Enable Backdoor Detectability In Federated Learning With Secure Aggregation Zhuosheng Zhang Jiarui Li Shucheng Yu C. Makaya FedML 14 21 0 04 Feb 2021
Covert Model Poisoning Against Federated Learning: Algorithm Design and Optimization Kang Wei Jun Li Ming Ding Chuan Ma Yo-Seb Jeon H. Vincent Poor FedML 37 8 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 27 26 0 06 Jan 2021
FLTrust: Byzantine-robust Federated Learning via Trust Bootstrapping Xiaoyu Cao Minghong Fang Jia Liu Neil Zhenqiang Gong FedML 117 612 0 27 Dec 2020
2CP: Decentralized Protocols to Transparently Evaluate Contributivity in Blockchain Federated Learning Environments Harry Cai Daniel Rueckert Jonathan Passerat-Palmbach FedML 9 11 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 9 44 0 17 Sep 2020
Toward Smart Security Enhancement of Federated Learning Networks Junjie Tan Ying-Chang Liang Nguyen Cong Luong Dusit Niyato AAML 36 38 0 19 Aug 2020
Backdoor attacks and defenses in feature-partitioned collaborative learning Yang Liu Zhi-qian Yi Tianjian Chen AAML FedML 6 48 0 07 Jul 2020
Secure Byzantine-Robust Machine Learning Lie He Sai Praneeth Karimireddy Martin Jaggi OOD 18 58 0 08 Jun 2020
Distributed Momentum for Byzantine-resilient Learning El-Mahdi El-Mhamdi R. Guerraoui Sébastien Rouault FedML 6 22 0 28 Feb 2020
Byzantine-resilient Decentralized Stochastic Gradient Descent Shangwei Guo Tianwei Zhang Hanzhou Yu Xiaofei Xie L. Ma Tao Xiang Yang Liu 12 46 0 20 Feb 2020
Robust Federated Learning with Noisy Communication F. Ang Li Chen Senior Member Ieee Nan Zhao Senior Member Ieee Yunfei Chen Weidong Wang Feng Yu FedML 18 117 0 01 Nov 2019
Analyzing Federated Learning through an Adversarial Lens A. Bhagoji Supriyo Chakraborty Prateek Mittal S. Calo FedML 191 1,032 0 29 Nov 2018