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Can Decentralized Learning be more robust than Federated Learning?

Can Decentralized Learning be more robust than Federated Learning?

7 March 2023
Mathilde Raynal
Dario Pasquini
Carmela Troncoso
    OOD
    FedML
ArXivPDFHTML

Papers citing "Can Decentralized Learning be more robust than Federated Learning?"

5 / 5 papers shown
Title
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
FedML
AAML
25
2
0
27 Apr 2024
Aggressive or Imperceptible, or Both: Network Pruning Assisted Hybrid
  Byzantines in Federated Learning
Aggressive or Imperceptible, or Both: Network Pruning Assisted Hybrid Byzantines in Federated Learning
Emre Ozfatura
Kerem Ozfatura
Alptekin Kupcu
Deniz Gunduz
AAML
30
0
0
09 Apr 2024
The Impact of Adversarial Node Placement in Decentralized Federated
  Learning Networks
The Impact of Adversarial Node Placement in Decentralized Federated Learning Networks
Adam Piaseczny
Eric Ruzomberka
Rohit Parasnis
Christopher G. Brinton
FedML
15
0
0
14 Nov 2023
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
Analyzing Federated Learning through an Adversarial Lens
Analyzing Federated Learning through an Adversarial Lens
A. Bhagoji
Supriyo Chakraborty
Prateek Mittal
S. Calo
FedML
177
1,031
0
29 Nov 2018
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