Exponential Convergence of Augmented Primal-dual Gradient Algorithms for Partially Strongly Convex Functions

Mengmou Li, Masaaki Nagahara

We show that the augmented primal-dual gradient algorithms can achieve global exponential convergence with partially strongly convex functions. In particular, the objective functio…