Can Decentralized Learning be more robust than Federated Learning?

7 March 2023

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 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 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 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 Kerem Ozfatura Emre Ozfatura Alptekin Kupcu Deniz Gunduz AAML FedML 21 13 0 21 Aug 2022
Analyzing Federated Learning through an Adversarial Lens A. Bhagoji Supriyo Chakraborty Prateek Mittal S. Calo FedML 177 1,031 0 29 Nov 2018