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non-convex optimization

546 papers

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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

pbSGD: Powered Stochastic Gradient Descent Methods for Accelerated Non-Convex Optimization IJCAI 2020
Tight Convergence Rate of Gradient Descent for Eigenvalue Computation IJCAI 2020
A Simple and Efficient Smoothing Method for Faster Optimization and Local Exploration NIPS 2020
Optimal Learning from Verified Training Data NIPS 2020
Generalization Bound of Gradient Descent for Non-Convex Metric Learning NIPS 2020
Online Non-Convex Optimization with Imperfect Feedback NIPS 2020
SGD with shuffling: optimal rates without component convexity and large epoch requirements NIPS 2020
Breaking Reversibility Accelerates Langevin Dynamics for Non-Convex Optimization NIPS 2020
Non-Convex SGD Learns Halfspaces with Adversarial Label Noise NIPS 2020
A Continuous-Time Mirror Descent Approach to Sparse Phase Retrieval NIPS 2020
Complex Dynamics in Simple Neural Networks: Understanding Gradient Flow in Phase Retrieval NIPS 2020
A Decentralized Parallel Algorithm for Training Generative Adversarial Nets NIPS 2020
An Improved Analysis of Stochastic Gradient Descent with Momentum NIPS 2020
A novel variational form of the Schatten-$p$ quasi-norm NIPS 2020
A Stochastic Derivative-Free Optimization Method with Importance Sampling: Theory and Learning to Control AAAI 2020
Safe Sample Screening for Robust Support Vector Machine AAAI 2020
Global Optimality for Point Set Registration Using Semidefinite Programming CVPR 2020
Modeling and Optimization Trade-off in Meta-learning NIPS 2020
On the Almost Sure Convergence of Stochastic Gradient Descent in Non-Convex Problems NIPS 2020
Improved Analysis of Clipping Algorithms for Non-convex Optimization NIPS 2020
Optimistic Dual Extrapolation for Coherent Non-monotone Variational Inequalities NIPS 2020
Random Reshuffling: Simple Analysis with Vast Improvements NIPS 2020
Inertial Block Proximal Methods for Non-Convex Non-Smooth Optimization ICML 2020
Convergence of a Stochastic Gradient Method with Momentum for Non-Smooth Non-Convex Optimization ICML 2020
Adaptive Gradient Descent without Descent ICML 2020