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Byzantine-resilient Decentralized Stochastic Gradient Descent
v1v2v3v4 (latest)

Byzantine-resilient Decentralized Stochastic Gradient Descent

20 February 2020
Shangwei Guo
Tianwei Zhang
Hanzhou Yu
Xiaofei Xie
Lei Ma
Tao Xiang
Yang Liu
ArXiv (abs)PDFHTML

Papers citing "Byzantine-resilient Decentralized Stochastic Gradient Descent"

23 / 23 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
142
0
0
02 Dec 2025
SketchGuard: Scaling Byzantine-Robust Decentralized Federated Learning via Sketch-Based Screening
SketchGuard: Scaling Byzantine-Robust Decentralized Federated Learning via Sketch-Based Screening
Murtaza Rangwala
Farag Azzedin
Richard O. Sinnott
Rajkumar Buyya
FedMLAAML
184
1
0
09 Oct 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
115
0
0
31 Aug 2025
From Centralized to Decentralized Federated Learning: Theoretical Insights, Privacy Preservation, and Robustness Challenges
From Centralized to Decentralized Federated Learning: Theoretical Insights, Privacy Preservation, and Robustness Challenges
Qiongxiu Li
Wenrui Yu
Yufei Xia
Jun Pang
FedML
320
7
0
10 Mar 2025
Resilient Peer-to-peer Learning based on Adaptive Aggregation
Resilient Peer-to-peer Learning based on Adaptive AggregationInternational Symposium on Distributed Computing and Artificial Intelligence (DCAI), 2025
Chandreyee Bhowmick
Xenofon Koutsoukos
276
0
0
08 Jan 2025
Free-Rider and Conflict Aware Collaboration Formation for Cross-Silo Federated Learning
Free-Rider and Conflict Aware Collaboration Formation for Cross-Silo Federated LearningNeural Information Processing Systems (NeurIPS), 2024
Mengmeng Chen
Xiaohu Wu
Xiaoli Tang
Tiantian He
Yew-Soon Ong
Qiqi Liu
Qicheng Lao
Han Yu
FedML
403
13
0
25 Oct 2024
A survey on secure decentralized optimization and learning
A survey on secure decentralized optimization and learning
Changxin Liu
Nicola Bastianello
Wei Huo
Yang Shi
Karl H. Johansson
318
12
0
16 Aug 2024
DART: A Solution for Decentralized Federated Learning Model Robustness
  Analysis
DART: A Solution for Decentralized Federated Learning Model Robustness Analysis
Chao Feng
Alberto Huertas Celdrán
Jan von der Assen
Enrique Tomás Martínez Beltrán
Gérome Bovet
Burkhard Stiller
OODAAML
262
19
0
11 Jul 2024
Byzantine-Robust Decentralized Federated Learning
Byzantine-Robust Decentralized Federated LearningConference on Computer and Communications Security (CCS), 2024
Minghong Fang
Zifan Zhang
Hairi
Prashant Khanduri
Jia Liu
Songtao Lu
Yuchen Liu
Neil Zhenqiang Gong
AAMLFedMLOOD
445
81
0
14 Jun 2024
Federated Model Heterogeneous Matryoshka Representation Learning
Federated Model Heterogeneous Matryoshka Representation Learning
Liping Yi
Han Yu
Chao Ren
Gang Wang
Xiaoguang Liu
Xiaoxiao Li
FedML
429
25
0
01 Jun 2024
VALID: a Validated Algorithm for Learning in Decentralized Networks with
  Possible Adversarial Presence
VALID: a Validated Algorithm for Learning in Decentralized Networks with Possible Adversarial Presence
Mayank Bakshi
Sara Ghasvarianjahromi
Yauhen Yakimenka
Allison Beemer
O. Kosut
Joerg Kliewer
237
0
0
12 May 2024
Privacy-Preserving Aggregation for Decentralized Learning with
  Byzantine-Robustness
Privacy-Preserving Aggregation for Decentralized Learning with Byzantine-Robustness
Ali Reza Ghavamipour
Benjamin Zi Hao Zhao
Oguzhan Ersoy
Fatih Turkmen
FedMLAAML
242
5
0
27 Apr 2024
MultiConfederated Learning: Inclusive Non-IID Data handling with
  Decentralized Federated Learning
MultiConfederated Learning: Inclusive Non-IID Data handling with Decentralized Federated Learning
Michael Duchesne
Kaiwen Zhang
Talhi Chamseddine
FedML
277
3
0
20 Apr 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
282
2
0
21 Feb 2024
Competitive Advantage Attacks to Decentralized Federated Learning
Competitive Advantage Attacks to Decentralized Federated Learning
Yuqi Jia
Minghong Fang
Neil Zhenqiang Gong
FedML
340
2
0
20 Oct 2023
On the Geometric Convergence of Byzantine-Resilient Distributed
  Optimization Algorithms
On the Geometric Convergence of Byzantine-Resilient Distributed Optimization AlgorithmsSIAM Journal on Optimization (SIOPT), 2023
K. Kuwaranancharoen
S. Sundaram
FedML
275
12
0
18 May 2023
Byzantine-Resilient Learning Beyond Gradients: Distributing Evolutionary
  Search
Byzantine-Resilient Learning Beyond Gradients: Distributing Evolutionary Search
Andrei Kucharavy
M. Monti
R. Guerraoui
Ljiljana Dolamic
219
1
0
20 Apr 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
318
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
250
24
0
22 Sep 2022
Towards Trustworthy AI-Empowered Real-Time Bidding for Online
  Advertisement Auctioning
Towards Trustworthy AI-Empowered Real-Time Bidding for Online Advertisement AuctioningACM Computing Surveys (ACM CSUR), 2022
Xiaoli Tang
Han Yu
271
13
0
21 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
363
66
0
09 Jun 2022
Byzantine-Robust Decentralized Learning via ClippedGossip
Byzantine-Robust Decentralized Learning via ClippedGossip
Lie He
Sai Praneeth Karimireddy
Martin Jaggi
FedML
295
38
0
03 Feb 2022
Robust and Privacy-Preserving Collaborative Learning: A Comprehensive
  Survey
Robust and Privacy-Preserving Collaborative Learning: A Comprehensive Survey
Shangwei Guo
Xu Zhang
Feiyu Yang
Tianwei Zhang
Yan Gan
Tao Xiang
Yang Liu
FedML
391
13
0
19 Dec 2021
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