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Time-varying formulation is pervasive in dynamic control systems, where tracking parameters characterizing dynamic properties is central task. General conditions for exponential stability of such systems have been fully discussed in prior work of others. In this paper we build practical (computable) error bound analysis of the stochastic gradient algorithm when the loss function is time-dependent...
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