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cs.DC2025
Bandwidth-Aware Network Topology Optimization for Decentralized Learning
Yipeng Shen, Zehan Zhu, Yan Huang +3
Network topology is critical for efficient parameter synchronization in distributed learning over networks. However, most existing studies do not account for bandwidth limitations…
cs.DC2023
Robust Fully-Asynchronous Methods for Distributed Training over General Architecture
Zehan Zhu, Ye Tian, Yan Huang +2
Perfect synchronization in distributed machine learning problems is inefficient and even impossible due to the existence of latency, package losses and stragglers. We propose a Rob…