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20182021
most citedSTEM: A Stochastic Two-Sided Momentum Algorithm Achieving Near-Optimal Sample and Communication Complexities for Federated Learning

20 citations · 57 across the 7 of their papers we have counts for

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Showing 2019Show all

2 papers · 1 filter

math.OC2019★ 10 cited

Byzantine Resilient Non-Convex SVRG with Distributed Batch Gradient Computations

Prashant Khanduri, Saikiran Bulusu, Pranay Sharma +1

In this work, we consider the distributed stochastic optimization problem of minimizing a non-convex function in an adversarial sett…

math.OC2019★ 13 cited

Parallel Restarted SPIDER -- Communication Efficient Distributed Nonconvex Optimization with Optimal Computation Complexity

Pranay Sharma, Swatantra Kafle, Prashant Khanduri +3

In this paper, we propose a distributed algorithm for stochastic smooth, non-convex optimization. We assume a worker-server architecture where nodes, each having (potential…