3 papers
math.OC2023
Projection-Free Methods for Solving Nonconvex-Concave Saddle Point Problems
Morteza Boroun, Erfan Yazdandoost Hamedani, Afrooz Jalilzadeh
In this paper, we investigate a class of constrained saddle point (SP) problems where the objective function is nonconvex-concave and smooth. This class of problems has wide applic…
math.OC2023
Accelerated Primal-dual Scheme for a Class of Stochastic Nonconvex-concave Saddle Point Problems
Morteza Boroun, Zeinab Alizadeh, Afrooz Jalilzadeh
Stochastic nonconvex-concave min-max saddle point problems appear in many machine learning and control problems including distributionally robust optimization, generative adversari…
math.OC2021
Inexact-Proximal Accelerated Gradient Method for Stochastic Nonconvex Constrained Optimization Problems
Morteza Boroun, Afrooz Jalilzadeh
Stochastic nonconvex optimization problems with nonlinear constraints have a broad range of applications in intelligent transportation, cyber-security, and smart grids. In this pap…