9 citations · 12 across the 4 of their papers we have counts for
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cs.LG2021★ 9 cited
Wyner-Ziv Gradient Compression for Federated Learning
Kai Liang, Huiru Zhong, Haoning Chen +1
Due to limited communication resources at the client and a massive number of model parameters, large-scale distributed learning tasks suffer from communication bottleneck. Gradient…
cs.IT2021
Optimal Coding Scheme and Resource Allocation for Distributed Computation with Limited Resources
Shu-Jie Cao, Lihui Yi, Haoning Chen +1
A central issue of distributed computing systems is how to optimally allocate computing and storage resources and design data shuffling strategies such that the total execution tim…