2 papers
cs.LG2025
Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity
Haoxiang Ye, Tao Sun, Qing Ling
Decentralized learning, which facilitates joint model training across geographically scattered agents, has gained significant attention in the field of signal and information proce…
cs.LG2024
On the Tradeoff between Privacy Preservation and Byzantine-Robustness in Decentralized Learning
Haoxiang Ye, Heng Zhu, Qing Ling
This paper jointly considers privacy preservation and Byzantine-robustness in decentralized learning. In a decentralized network, honest-but-curious agents faithfully follow the pr…