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20142024
most citedFedVARP: Tackling the Variance Due to Partial Client Participation in Federated Learning

7 citations · 22 across the 13 of their papers we have counts for

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2 papers · 1 filter

cs.DC2023

Correlation Aware Sparsified Mean Estimation Using Random Projection

Shuli Jiang, Pranay Sharma, Gauri Joshi

We study the problem of communication-efficient distributed vector mean estimation, a commonly used subroutine in distributed optimization and Federated Learning (FL). Rand- spa…

cs.DC2014★ 1 cited

Efficient Task Replication for Fast Response Times in Parallel Computation

Da Wang, Gauri Joshi, Gregory Wornell

One typical use case of large-scale distributed computing in data centers is to decompose a computation job into many independent tasks and run them in parallel on different machin…