← Keywords

non-convex optimization

546 papers

Explore in graph

Also known as

IRLS

Co-occurring keywords

stochastic gradient descent (1088) stochastic optimization (1060) gradient descent (1143) convergence rate (606) convergence analysis (394) variance reduction (520) nonconvex optimization (316) saddle point (95) matrix factorization (529) online learning (1770)

Papers

Screening rules for Lasso with non-convex Sparse Regularizers ICML 2019
Simple Stochastic Gradient Methods for Non-Smooth Non-Convex Regularized Optimization ICML 2019
Non-Asymptotic Analysis of Fractional Langevin Monte Carlo for Non-Convex Optimization ICML 2019
Efficiently avoiding saddle points with zero order methods: No gradients required NIPS 2019
Globally Optimal Learning for Structured Elliptical Losses NIPS 2019
Solving a Class of Non-Convex Min-Max Games Using Iterative First Order Methods NIPS 2019
Fast and Provable ADMM for Learning with Generative Priors NIPS 2019
Non-asymptotic Analysis of Stochastic Methods for Non-Smooth Non-Convex Regularized Problems NIPS 2019
Beyond Alternating Updates for Matrix Factorization with Inertial Bregman Proximal Gradient Algorithms NIPS 2019
Katalyst: Boosting Convex Katayusha for Non-Convex Problems with a Large Condition Number ICML 2019
Generalized Majorization-Minimization ICML 2019
Two-Player Games for Efficient Non-Convex Constrained Optimization ALT 2019
Deep Neural Networks with Multi-Branch Architectures Are Intrinsically Less Non-Convex AISTATS 2019
Differentially Private Empirical Risk Minimization with Non-convex Loss Functions ICML 2019
Non-asymptotic Analysis of Biased Stochastic Approximation Scheme COLT 2019
Distribution-Dependent Analysis of Gibbs-ERM Principle COLT 2019
On the Regret Minimization of Nonconvex Online Gradient Ascent for Online PCA COLT 2019
Learning in Non-convex Games with an Optimization Oracle COLT 2019
Nonconvex Variance Reduced Optimization with Arbitrary Sampling ICML 2019
Random Shuffling Beats SGD after Finite Epochs ICML 2019
Noisy Dual Principal Component Pursuit ICML 2019
The Landscape of Non-convex Empirical Risk with Degenerate Population Risk NIPS 2019
Learning with Non-Convex Truncated Losses by SGD UAI 2019
A Convergence Analysis of Distributed SGD with Communication-Efficient Gradient Sparsification IJCAI 2019
Efficient Full-Matrix Adaptive Regularization ICML 2019