2 papers
math.OC2022
Fixed-Time Convergence for a Class of Nonconvex-Nonconcave Min-Max Problems
Kunal Garg, Mayank Baranwal
This study develops a fixed-time convergent saddle point dynamical system for solving min-max problems under a relaxation of standard convexity-concavity assumption. In particular,…
math.OC2021
Breaking the Convergence Barrier: Optimization via Fixed-Time Convergent Flows
Param Budhraja, Mayank Baranwal, Kunal Garg +1
Accelerated gradient methods are the cornerstones of large-scale, data-driven optimization problems that arise naturally in machine learning and other fields concerning data analys…