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An Adaptive Augmented Lagrangian Method for Deterministic and Stochastic Nonconvex Optimization

Liu, Tianzhu et al.
arXiv (OAI Expanded) · Papers
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90c1590c30optimization-and-control
We present an inexact Augmented Lagrangian algorithm for solving nonlinear, non-convex optimization problems. Unlike most recently proposed Augmented Lagrangian methods with worst-case complexity guarantees, we utilize adaptive penalty parameter updates and full dual stepsizes. We show that the meth
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