In this paper, we propose new first-order methods for minimization of a convex function on a simple convex set. We assume that the objective function is a composite function given as a …
F Stonyakin, A Tyurin, A Gasnikov… - arXiv preprint arXiv …, 2020 - arxiv.org
In this paper, we propose a general algorithmic framework for first-order methods in optimization in a broad sense, including minimization problems, saddle-point problems, and …
We introduce an inexact oracle model for variational inequalities (VI) with monotone operator, propose a numerical method which solves such VI's and analyze its convergence …
This chapter is devoted to the blackbox subgradient algorithms with the minimal requirements for the storage of auxiliary results, which are necessary to execute these …
In this paper, we propose new first-order methods for minimization of a convex function on a simple convex set. We assume that the objective function is a composite function given as a …
Recently saddle-point problems and variational inequalities (VI's) gained a new interest in the deep learning community, eg in application to Generative Adversary Networks. We …
[97] AV Gasnikov, PE Dvurechensky, ME Zhukovskii, SV Kim, SS Plaunov, DA Smirnov, and FA Noskov. About the power law of the pagerank vector component distribution. part 2. the …
Підвищення ефективності суспільного виробництва пов'язано, перш за все, з розвитком машинобудування та широким впровадженням у виробництво прогресивних технологій …