3 papers
cs.LG2026
Mirror Descent-Type Algorithms for the Variational Inequality Problem with Functional Constraints
Mohammad S. Alkousa, Fedor S. Stonyakin, Belal A. Alashqar +1
Variational inequalities play a key role in machine learning research, such as generative adversarial networks, reinforcement learning, adversarial training, and generative models.…
math.OC2025
Mirror Descent Methods with Weighting Scheme for Outputs for Constrained Variational Inequality Problems
Mohammad S. Alkousa, Belal A. Alashqar, Fedor S. Stonyakin +2
This paper is devoted to the variational inequality problems. We consider two classes of problems, the first is classical constrained variational inequality and the second is the s…
math.OC2023
Adaptive Methods or Variational Inequalities with Relatively Smooth and Reletively Strongly Monotone Operators
S. S. Ablaev, F. S. Stonyakin, M. S. Alkousa +1
The article is devoted to some adaptive methods for variational inequalities with relatively smooth and relatively strongly monotone operators. Starting from the recently proposed…