2 papers
cs.LG2026
Accelerating Byzantine-Robust Distributed Learning with Compressed Communication via Double Momentum and Variance Reduction
Yanghao Li, Changxin Liu, Yuhao Yi
In collaborative and distributed learning, Byzantine robustness reflects a major facet of optimization algorithms. Such distributed algorithms are often accompanied by transmitting…
cs.LG2024
Byzantine-Robust and Communication-Efficient Distributed Learning via Compressed Momentum Filtering
Changxin Liu, Yanghao Li, Yuhao Yi +1
Distributed learning has become the standard approach for training large-scale machine learning models across private data silos. While distributed learning enhances privacy preser…