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20242026
most citedPosition: Adopt Constraints Over Fixed Penalties in Deep Learning

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math.OC2026

Accelerated and Stable Convergence with Anchored Generalized Optimistic Method

Motahareh Sohrabi, Jianxin You, Simon Lacoste-Julien +2

We study first-order methods for solving monotone variational inequalities arising in min-max optimization. Classical approaches such as the extragradient method rely on two gradie…