Valery Krivchenko
per. 9, Dolgoprudny, 141701 Russia
Moscow Institute of Physics ans Technology Institutskiy
Publications:
Krivchenko V. O., Gasnikov A. V., Kovalev D. A.
Convex-Concave Interpolation and Application of PEP to the Bilinear-Coupled Saddle Point Problem
2024, Vol. 20, no. 5, pp. 875-893
Abstract
In this paper we present interpolation conditions for several important convex-concave function
classes: nonsmooth convex-concave functions, conditions for difference of strongly-convex
functions in a form that contains oracle information exclusively and smooth convex-concave
functions with a bilinear coupling term. Then we demonstrate how the performance estimation
problem approach can be adapted to analyze the exact worst-case convergence behavior of firstorder
methods applied to composite bilinear-coupled min-max problems. Using the performance
estimation problem approach, we estimate iteration complexities for several first-order fixed-step
methods, Sim-GDA and Alt-GDA, which are applied to smooth convex-concave functions with
a bilinear coupling term.
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