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Polyak-Type Extragradient Methods for Monotone Root-Finding Problems

We study Polyak-type step-size selection for extragradient methods for solving deterministic and stochastic monotone root-finding problems. We show that the known projection-type correction for deterministic extragradient arises from minimizing an upper bound on the distance to a solution, paralleling the classical Polyak step-size construction. Using this viewpoint, we provide a unified deterministic analysis of the Polyak-type Extragradient Method (PolyakEG), based on a local critical condition controlling the variation of operator $F$ along the extrapolation direction. This analysis does not require global Lipschitz continuity, and covers sublinear convergence under broader conditions ...

AuthorsTaeHo Yoon, Sayantan Choudhury, Ezra Greenberg et al.
Primary categorymath.OC
Published22 September 2026
Last updated at source22 September 2026
math.OCcs.LG
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