Escaping From Saddle Points --- Online Stochastic Gradient for Tensor
Decomposition

Escaping From Saddle Points --- Online Stochastic Gradient for Tensor Decomposition

6 March 2015

Furong Huang

Papers citing "Escaping From Saddle Points --- Online Stochastic Gradient for Tensor Decomposition"

12 / 12 papers shown

Title
Dyn-D $^2$ P: Dynamic Differentially Private Decentralized Learning with Provable Utility Guarantee Zehan Zhu Yan Huang Xin Wang Shouling Ji Jinming Xu 62 0 0 10 May 2025
Preconditioned Gradient Descent for Over-Parameterized Nonconvex Matrix Factorization G. Zhang Salar Fattahi Richard Y. Zhang 106 36 0 13 Apr 2025
Symmetry & Critical Points for Symmetric Tensor Decomposition Problems Yossi Arjevani Gal Vinograd 52 5 0 13 Jun 2023
Stochastic Compositional Optimization with Compositional Constraints Shuoguang Yang Wei You Zhe Zhang Ethan X. Fang 52 3 0 09 Sep 2022
Preconditioned Gradient Descent for Overparameterized Nonconvex Burer--Monteiro Factorization with Global Optimality Certification G. Zhang Salar Fattahi Richard Y. Zhang 108 23 0 07 Jun 2022
Fast Convex Optimization for Two-Layer ReLU Networks: Equivalent Model Classes and Cone Decompositions Aaron Mishkin Arda Sahiner Mert Pilanci OffRL 100 30 0 02 Feb 2022
An Analysis of Constant Step Size SGD in the Non-convex Regime: Asymptotic Normality and Bias Lu Yu Krishnakumar Balasubramanian S. Volgushev Murat A. Erdogdu 73 50 0 14 Jun 2020
ISLET: Fast and Optimal Low-rank Tensor Regression via Importance Sketching Anru R. Zhang Yuetian Luo Garvesh Raskutti M. Yuan 129 44 0 09 Nov 2019
Train longer, generalize better: closing the generalization gap in large batch training of neural networks Elad Hoffer Itay Hubara Daniel Soudry ODL 142 799 0 24 May 2017
Exact solutions to the nonlinear dynamics of learning in deep linear neural networks Andrew M. Saxe James L. McClelland Surya Ganguli ODL 128 1,830 0 20 Dec 2013
Low-rank Matrix Completion using Alternating Minimization Prateek Jain Praneeth Netrapalli Sujay Sanghavi 154 1,066 0 03 Dec 2012
Tensor decompositions for learning latent variable models Anima Anandkumar Rong Ge Daniel J. Hsu Sham Kakade Matus Telgarsky 273 1,142 0 29 Oct 2012