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BRIDGE: Byzantine-resilient Decentralized Gradient Descent
v1v2v3 (latest)

BRIDGE: Byzantine-resilient Decentralized Gradient Descent

IEEE Transactions on Signal and Information Processing over Networks (TSIPN), 2019
21 August 2019
Cheng Fang
Zhixiong Yang
W. Bajwa
ArXiv (abs)PDFHTML

Papers citing "BRIDGE: Byzantine-resilient Decentralized Gradient Descent"

34 / 34 papers shown
Adaptive Decentralized Federated Learning for Robust Optimization
Adaptive Decentralized Federated Learning for Robust Optimization
Shuyuan Wu
Feifei Wang
Y. Gao
Rui Wang
Hansheng Wang
135
0
0
02 Dec 2025
Online Decentralized Federated Multi-task Learning With Trustworthiness in Cyber-Physical Systems
Online Decentralized Federated Multi-task Learning With Trustworthiness in Cyber-Physical Systems
Olusola Odeyomi
Sofiat Olaosebikan
Ajibuwa Opeyemi
Oluwadoyinsola Ige
111
0
0
31 Aug 2025
ImprovDML: Improved Trade-off in Private Byzantine-Resilient Distributed Machine Learning
ImprovDML: Improved Trade-off in Private Byzantine-Resilient Distributed Machine Learning
Bing Liu
Chengcheng Zhao
L. Chai
Peng Cheng
Yaonan Wang
FedML
177
0
0
18 Jun 2025
Centroid Approximation for Byzantine-Tolerant Federated Learning
Centroid Approximation for Byzantine-Tolerant Federated Learning
Mélanie Cambus
Darya Melnyk
Tijana Milentijević
Stefan Schmid
FedML
305
1
0
18 Jun 2025
Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity
Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity
Haoxiang Ye
Tao Sun
Qing Ling
FedML
272
0
0
11 Jun 2025
Generalization Error Matters in Decentralized Learning Under Byzantine
  Attacks
Generalization Error Matters in Decentralized Learning Under Byzantine Attacks
Haoxiang Ye
Qing Ling
297
8
0
11 Jul 2024
Byzantine-Robust Gossip: Insights from a Dual Approach
Byzantine-Robust Gossip: Insights from a Dual Approach
Renaud Gaucher
Aymeric Dieuleveut
Hadrien Hendrikx
AAML
326
2
0
06 May 2024
Scalable Distributed Optimization of Multi-Dimensional Functions Despite
  Byzantine Adversaries
Scalable Distributed Optimization of Multi-Dimensional Functions Despite Byzantine AdversariesIEEE Transactions on Signal and Information Processing over Networks (TSIPN), 2024
K. Kuwaranancharoen
Lei Xin
S. Sundaram
357
7
0
11 Mar 2024
On the Conflict of Robustness and Learning in Collaborative Machine
  Learning
On the Conflict of Robustness and Learning in Collaborative Machine Learning
Mathilde Raynal
Carmela Troncoso
262
2
0
21 Feb 2024
Mitigating Data Injection Attacks on Federated Learning
Mitigating Data Injection Attacks on Federated LearningIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023
O. Shalom
Amir Leshem
W. U. Bajwa
434
2
0
04 Dec 2023
Exploring the Robustness of Decentralized Training for Large Language
  Models
Exploring the Robustness of Decentralized Training for Large Language Models
Lin Lu
Chenxi Dai
Wangcheng Tao
Binhang Yuan
Yanan Sun
Pan Zhou
285
2
0
01 Dec 2023
Competitive Advantage Attacks to Decentralized Federated Learning
Competitive Advantage Attacks to Decentralized Federated Learning
Yuqi Jia
Minghong Fang
Neil Zhenqiang Gong
FedML
338
2
0
20 Oct 2023
Byzantine-Resilient Decentralized Multi-Armed Bandits
Byzantine-Resilient Decentralized Multi-Armed Bandits
Jingxuan Zhu
Alec Koppel
Alvaro Velasquez
Ji Liu
463
8
0
11 Oct 2023
On the Tradeoff between Privacy Preservation and Byzantine-Robustness in
  Decentralized Learning
On the Tradeoff between Privacy Preservation and Byzantine-Robustness in Decentralized LearningIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023
Haoxiang Ye
He Zhu
Qing Ling
FedML
454
21
0
28 Aug 2023
Can Decentralized Learning be more robust than Federated Learning?
Can Decentralized Learning be more robust than Federated Learning?
Mathilde Raynal
Dario Pasquini
Carmela Troncoso
OODFedML
341
7
0
07 Mar 2023
Secure Distributed Optimization Under Gradient Attacks
Secure Distributed Optimization Under Gradient AttacksIEEE Transactions on Signal Processing (IEEE Trans. Signal Process.), 2022
Shuhua Yu
S. Kar
313
20
0
28 Oct 2022
Robust Collaborative Learning with Linear Gradient Overhead
Robust Collaborative Learning with Linear Gradient OverheadInternational Conference on Machine Learning (ICML), 2022
Sadegh Farhadkhani
R. Guerraoui
Nirupam Gupta
L. Hoang
Rafael Pinot
John Stephan
FedML
244
24
0
22 Sep 2022
Byzantine-Resilient Decentralized Stochastic Optimization with Robust
  Aggregation Rules
Byzantine-Resilient Decentralized Stochastic Optimization with Robust Aggregation RulesIEEE Transactions on Signal Processing (IEEE Trans. Signal Process.), 2022
Zhaoxian Wu
Tianyi Chen
Qing Ling
362
64
0
09 Jun 2022
Byzantine Fault Tolerance in Distributed Machine Learning : a Survey
Byzantine Fault Tolerance in Distributed Machine Learning : a Survey
Djamila Bouhata
Hamouma Moumen
Moumen Hamouma
Ahcène Bounceur
AI4CE
383
14
0
05 May 2022
DeFTA: A Plug-and-Play Decentralized Replacement for FedAvg
DeFTA: A Plug-and-Play Decentralized Replacement for FedAvg
Yuhao Zhou
M. Shi
Yuxin Tian
Qing Ye
Jiancheng Lv
FedML
135
2
0
06 Apr 2022
Robust and Efficient Aggregation for Distributed Learning
Robust and Efficient Aggregation for Distributed LearningEuropean Signal Processing Conference (EUSIPCO), 2022
Stefan Vlaski
Christian A. Schroth
Michael Muma
A. Zoubir
OODFedML
261
6
0
01 Apr 2022
Byzantine-Robust Decentralized Learning via ClippedGossip
Byzantine-Robust Decentralized Learning via ClippedGossip
Lie He
Sai Praneeth Karimireddy
Martin Jaggi
FedML
281
37
0
03 Feb 2022
Bristle: Decentralized Federated Learning in Byzantine, Non-i.i.d.
  Environments
Bristle: Decentralized Federated Learning in Byzantine, Non-i.i.d. Environments
Joost Verbraeken
M. Vos
J. Pouwelse
186
5
0
21 Oct 2021
An Analysis of Multi-hop Iterative Approximate Byzantine Consensus with
  Local Communication
An Analysis of Multi-hop Iterative Approximate Byzantine Consensus with Local CommunicationInternational Symposium on Computers and Communications (ISCC), 2021
Matthew Ding
236
1
0
27 Jun 2021
Secure Distributed Training at Scale
Secure Distributed Training at ScaleInternational Conference on Machine Learning (ICML), 2021
Eduard A. Gorbunov
Alexander Borzunov
Michael Diskin
Max Ryabinin
FedML
456
18
0
21 Jun 2021
Robust Training in High Dimensions via Block Coordinate Geometric Median
  Descent
Robust Training in High Dimensions via Block Coordinate Geometric Median Descent
Anish Acharya
Abolfazl Hashemi
Prateek Jain
Sujay Sanghavi
Inderjit S. Dhillon
Ufuk Topcu
189
36
0
16 Jun 2021
Stochastic Alternating Direction Method of Multipliers for
  Byzantine-Robust Distributed Learning
Stochastic Alternating Direction Method of Multipliers for Byzantine-Robust Distributed LearningSignal Processing (Signal Process.), 2021
Feng-Shih Lin
Weiyu Li
Qing Ling
FedML
378
6
0
13 Jun 2021
BROADCAST: Reducing Both Stochastic and Compression Noise to Robustify
  Communication-Efficient Federated Learning
BROADCAST: Reducing Both Stochastic and Compression Noise to Robustify Communication-Efficient Federated LearningIEEE Transactions on Signal and Information Processing over Networks (TSIPN), 2021
He Zhu
Qing Ling
FedMLAAML
349
24
0
14 Apr 2021
Relay Protocol for Approximate Byzantine Consensus
Relay Protocol for Approximate Byzantine Consensus
Matthew Ding
284
0
0
10 Oct 2020
Collaborative Learning in the Jungle (Decentralized, Byzantine,
  Heterogeneous, Asynchronous and Nonconvex Learning)
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
548
92
0
03 Aug 2020
Byzantine-Resilient Distributed Optimization of Multi-Dimensional
  Functions
Byzantine-Resilient Distributed Optimization of Multi-Dimensional FunctionsAmerican Control Conference (ACC), 2020
K. Kuwaranancharoen
Lei Xin
S. Sundaram
553
46
0
19 Mar 2020
Distributed Momentum for Byzantine-resilient Learning
Distributed Momentum for Byzantine-resilient Learning
El-Mahdi El-Mhamdi
R. Guerraoui
Sébastien Rouault
FedML
218
22
0
28 Feb 2020
Byzantine-resilient Decentralized Stochastic Gradient Descent
Byzantine-resilient Decentralized Stochastic Gradient Descent
Shangwei Guo
Tianwei Zhang
Hanzhou Yu
Xiaofei Xie
Lei Ma
Tao Xiang
Yang Liu
284
69
0
20 Feb 2020
Federated Variance-Reduced Stochastic Gradient Descent with Robustness
  to Byzantine Attacks
Federated Variance-Reduced Stochastic Gradient Descent with Robustness to Byzantine AttacksIEEE Transactions on Signal Processing (IEEE Trans. Signal Process.), 2019
Zhaoxian Wu
Qing Ling
Tianyi Chen
G. Giannakis
FedMLAAML
252
227
0
29 Dec 2019
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