486 citations · 2.3k across the 54 of their papers we have counts for
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math.OC2015★ 32 cited
On the Linear Convergence of Distributed Optimization over Directed Graphs
Chenguang Xi, Usman A. Khan
This paper develops a fast distributed algorithm, termed \emph{DEXTRA}, to solve the optimization problem when~ agents reach agreement and collaboratively minimize the sum of th…
math.OC2015★ 6 cited
On the Distributed Optimization over Directed Networks
Chenguang Xi, Qiong Wu, Usman A. Khan
In this paper, we propose a distributed algorithm, called Directed-Distributed Gradient Descent (D-DGD), to solve multi-agent optimization problems over directed graphs. Existing a…