Abstract: The probabilistic gradient estimator (PAGE) algorithm allows switching between vanilla SGD and variance-reduced methods in a flexible probabilistic manner. This motivates us to develop novel ...
Abstract: In this article, a general Lyapunov stability theory of nonlinear systems is put forward and it contains asymptotic/finite-time/fast finite-time/fixed-time ...
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