Non-convex Optimization for Machine Learning

21 December 2017

Papers citing "Non-convex Optimization for Machine Learning"

14 / 64 papers shown

Title
Accelerating Ill-Conditioned Low-Rank Matrix Estimation via Scaled Gradient Descent Tian Tong Cong Ma Yuejie Chi 21 113 0 18 May 2020
High-Dimensional Robust Mean Estimation via Gradient Descent Yu Cheng Ilias Diakonikolas Rong Ge Mahdi Soltanolkotabi 9 31 0 04 May 2020
On the Sample Complexity and Optimization Landscape for Quadratic Feasibility Problems Parth Thaker Gautam Dasarathy Angelia Nedić 18 5 0 04 Feb 2020
State Space Emulation and Annealed Sequential Monte Carlo for High Dimensional Optimization Chencheng Cai Rong Chen 13 0 0 17 Nov 2019
Second-Order Guarantees of Stochastic Gradient Descent in Non-Convex Optimization Stefan Vlaski Ali H. Sayed ODL 18 21 0 19 Aug 2019
ZeroER: Entity Resolution using Zero Labeled Examples Renzhi Wu Sanya Chaba Saurabh Sawlani Xu Chu Saravanan Thirumuruganathan 21 90 0 16 Aug 2019
Distributed Inexact Successive Convex Approximation ADMM: Analysis-Part I Sandeep Kumar K. Rajawat Daniel P. Palomar 14 4 0 21 Jul 2019
A Sufficient Condition for Convergences of Adam and RMSProp Fangyu Zou Li Shen Zequn Jie Weizhong Zhang Wei Liu 30 364 0 23 Nov 2018
Sampling Can Be Faster Than Optimization Yian Ma Yuansi Chen Chi Jin Nicolas Flammarion Michael I. Jordan 11 183 0 20 Nov 2018
Algorithmic Aspects of Inverse Problems Using Generative Models C. Hegde GAN 25 21 0 08 Oct 2018
A Survey on Nonconvex Regularization Based Sparse and Low-Rank Recovery in Signal Processing, Statistics, and Machine Learning Fei Wen L. Chu Peilin Liu Robert C. Qiu 23 153 0 16 Aug 2018
SPIDER: Near-Optimal Non-Convex Optimization via Stochastic Path Integrated Differential Estimator Cong Fang C. J. Li Zhouchen Lin Tong Zhang 36 570 0 04 Jul 2018
The Loss Surfaces of Multilayer Networks A. Choromańska Mikael Henaff Michaël Mathieu Gerard Ben Arous Yann LeCun ODL 179 1,185 0 30 Nov 2014
Fast L1-Minimization Algorithms For Robust Face Recognition A. Yang Zihan Zhou Arvind Ganesh S. Shankar Sastry Yi Ma CVBM 70 266 0 21 Jul 2010