2 papers
math.OC2026
Last Iterate Convergence of AdaGrad-Norm for Convex Non-Smooth Optimization
Margarita Preobrazhenskaia, Makar Sidorov, Igor Preobrazhenskii +1
We study the convergence of the last iterate (i.e., the -th iterate) of the AdaGrad method. Although AdaGrad -- an adaptive subgradient method -- underpins a wide class of a…
math.DS2024
A cycle with a "short" period in the phenomenological model of a single neuron
Margarita M. Preobrazhenskaia, Igor E. Preobrazhenskii
We consider the relay version of the generalized Hutchinson's equation as a phenomenological model of an isolated neuron. After an exponential substitution, the equation takes the…