82 citations · 546 across the 65 of their papers we have counts for
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math.OC2016★ 2 cited
Accelerated gradient sliding for structured convex optimization
Guanghui Lan, Yuyuan Ouyang
Our main goal in this paper is to show that one can skip gradient computations for gradient descent type methods applied to certain structured convex programming (CP) problems. To…
math.OC2016★ 27 cited
Algorithms for stochastic optimization with functional or expectation constraints
Guanghui Lan, Zhiqiang Zhou
This paper considers the problem of minimizing an expectation function over a closed convex set, coupled with a {\color{black} functional or expectation} constraint on either decis…