A Backstepping Framework for Unconstrained Accelerated Optimization Algorithms

Song Chen, Jiaxu Liu, Chao Xu

This paper introduces a control-theoretic perspective on unconstrained optimization algorithms using the backstepping methods. We model the optimization process as an augmented str…