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05/20/2021
A Stochastic Composite Augmented Lagrangian Method For Reinforcement Learning
In this paper, we consider the linear programming (LP) formulation for d...
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06/17/2020
Structured Stochastic Quasi-Newton Methods for Large-Scale Optimization Problems
In this paper, we consider large-scale finite-sum nonconvex problems ari...
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06/10/2020
Sketchy Empirical Natural Gradient Methods for Deep Learning
In this paper, we develop an efficient sketchy empirical natural gradien...
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05/27/2020