Abstract: In this paper we propose a subgradient method for solving coupled optimization problems in a distributed way given restrictions on the communication topology. The iterative procedure ...

We present a subgradient extragradient method for solving variational inequalities in Hilbert space. In addition, we propose a modified version of our algorithm that finds a solution of a variational ...

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An illustration of a magnifying glass. An illustration of a magnifying glass.

ABSTRACT: In the evolving landscape of artificial intelligence and machine learning, the choice of optimization algorithm can significantly impact the success of model training and the accuracy of ...

nsopy is a Python library implementing a set of first order methods to solve non-smooth, constrained convex optimization models. We seek to minimize a function obtained by taking the max over a set of ...

ABSTRACT: Deep learning has recently attracted a lot of attention with the aim of developing a fast, automatic and accurate system for image identification and classification. In this work, the focus ...