13 citations · 22 across the 4 of their papers we have counts for
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math.OC2022★ 13 cited
On the Convergence Rates of Policy Gradient Methods
Lin Xiao
We consider infinite-horizon discounted Markov decision problems with finite state and action spaces and study the convergence rates of the projected policy gradient method and a g…
math.OC2015★ 9 cited
Communication-Efficient Distributed Optimization of Self-Concordant Empirical Loss
Yuchen Zhang, Lin Xiao
We consider distributed convex optimization problems originated from sample average approximation of stochastic optimization, or empirical risk minimization in machine learning. We…