A survey of Lyapunov techniques using generalized Moreau envelopes as universal functions for non-asymptotic mean-square convergence analysis of stochastic iterative algorithms under contractive operators.
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Non-Asymptotic Convergence of Stochastic Iterative Algorithms: A Lyapunov Framework
A survey of Lyapunov techniques using generalized Moreau envelopes as universal functions for non-asymptotic mean-square convergence analysis of stochastic iterative algorithms under contractive operators.