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Byzantine Machine Learning Made Easy by Resilient Averaging of Momentums

Byzantine Machine Learning Made Easy by Resilient Averaging of Momentums

24 May 2022
Sadegh Farhadkhani
R. Guerraoui
Nirupam Gupta
Rafael Pinot
John Stephan
    FedML
ArXivPDFHTML

Papers citing "Byzantine Machine Learning Made Easy by Resilient Averaging of Momentums"

10 / 10 papers shown
Title
Towards Trustworthy Federated Learning with Untrusted Participants
Towards Trustworthy Federated Learning with Untrusted Participants
Youssef Allouah
R. Guerraoui
John Stephan
FedML
41
0
0
03 May 2025
Detecting Backdoor Attacks in Federated Learning via Direction Alignment Inspection
Detecting Backdoor Attacks in Federated Learning via Direction Alignment Inspection
Jiahao Xu
Zikai Zhang
Rui Hu
AAML
FedML
Presented at ResearchTrend Connect | FedML on 28 Mar 2025
139
0
0
11 Mar 2025
Achieving Byzantine-Resilient Federated Learning via Layer-Adaptive
  Sparsified Model Aggregation
Achieving Byzantine-Resilient Federated Learning via Layer-Adaptive Sparsified Model Aggregation
Jiahao Xu
Zikai Zhang
Rui Hu
29
4
0
02 Sep 2024
LiD-FL: Towards List-Decodable Federated Learning
LiD-FL: Towards List-Decodable Federated Learning
Hong Liu
Liren Shan
Han Bao
Ronghui You
Yuhao Yi
Jiancheng Lv
FedML
33
0
0
09 Aug 2024
A Learning-Based Attack Framework to Break SOTA Poisoning Defenses in
  Federated Learning
A Learning-Based Attack Framework to Break SOTA Poisoning Defenses in Federated Learning
Yuxin Yang
Qiang Li
Chenfei Nie
Yuan Hong
Meng Pang
Binghui Wang
AAML
FedML
19
1
0
21 Jul 2024
Byzantine-Robust Gossip: Insights from a Dual Approach
Byzantine-Robust Gossip: Insights from a Dual Approach
Renaud Gaucher
Hadrien Hendrikx
Aymeric Dieuleveut
AAML
23
0
0
06 May 2024
Byzantine-Robust Distributed Online Learning: Taming Adversarial
  Participants in An Adversarial Environment
Byzantine-Robust Distributed Online Learning: Taming Adversarial Participants in An Adversarial Environment
Xingrong Dong
Zhaoxian Wu
Qing Ling
Zhi Tian
AAML
22
9
0
16 Jul 2023
FedCut: A Spectral Analysis Framework for Reliable Detection of
  Byzantine Colluders
FedCut: A Spectral Analysis Framework for Reliable Detection of Byzantine Colluders
Hanlin Gu
Lixin Fan
Xingxing Tang
Qiang Yang
AAML
FedML
11
1
0
24 Nov 2022
Byzantines can also Learn from History: Fall of Centered Clipping in
  Federated Learning
Byzantines can also Learn from History: Fall of Centered Clipping in Federated Learning
Kerem Ozfatura
Emre Ozfatura
Alptekin Kupcu
Deniz Gunduz
AAML
FedML
21
13
0
21 Aug 2022
Approximate Byzantine Fault-Tolerance in Distributed Optimization
Approximate Byzantine Fault-Tolerance in Distributed Optimization
Shuo Liu
Nirupam Gupta
Nitin H. Vaidya
28
42
0
22 Jan 2021
1