
Efficiently finding approximate second-order stationary points in the presence of outliers.


coremsg

robust-second-order-nonconvex-optimization-for-low-rank-matrix-sensing


Robust Second-Order Nonconvex Optimization for Low Rank Matrix Sensing


title_rewrite


提案されたSHGDアルゴリズムは、非対称因子化を使用してスペクトル圧縮センシング問題を解決し、収束性と効率性を示す。


symmetric-hankel-projected-gradient-descent-for-spectral-compressed-sensing


Symmetric Hankel Projected Gradient Descent for Spectral Compressed Sensing



Efficient algorithm for nonconvex minimization with inexact evaluations.


randomized-algorithm-for-nonconvex-minimization-with-inexact-evaluations-and-complexity-guarantees


Randomized Algorithm for Nonconvex Minimization with Inexact Evaluations and Complexity Guarantees



This paper introduces a novel penalty barrier method for solving nonconvex constrained optimization problems, employing a marginalization technique to handle slack variables, resulting in smooth subproblems suitable for accelerated solvers.


a-penalty-barrier-method-for-nonconvex-constrained-optimization-with-marginalization


A Penalty Barrier Method for Nonconvex Constrained Optimization with Marginalization
