Nov 5, 2018 · We develop the mathematical foundations of the stochastic modified equations (SME) framework for analyzing the dynamics of stochastic gradient ...
In this paper, we developed the general mathematical foundation of the stochastic modified equations framework for analyzing stochastic gradient algorithms. In ...
We develop the mathematical foundations of the stochastic modified equations (SME) framework for analyzing the dynamics of stochastic gradient algorithms, ...
The mathematical foundations of the stochastic modified equations (SME) framework for analyzing the dynamics of stochastics gradient algorithms are ...
We develop the mathematical foundations of the stochastic modified equations (SME) framework for analyzing the dynamics of stochastic gradient algorithms, ...
Weinan, Stochastic modified equations and adaptive stochastic gradient algorithms, ... algorithms i: Mathematical foundations, The Journal of Machine ...
This paper proposes the method of stochastic modified equations (SME) to analyze the dynamics of the SGA, and applies the framework to improve the relaxed ...
Nov 19, 2015 · We develop the method of stochastic modified equations (SME), in which stochastic gradient algorithms are approximated in the weak sense by ...
Missing: Mathematical Foundations.
In this paper, We propose the method of stochastic modified equations (SME) to analyze the dynamics of the SGA. Using this technique, we can give precise ...
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We develop the mathematical foundations of the stochastic modified equations (SME) framework for analyzing the dynamics of stochastic gradient algorithms, where ...