convergence analysis

Convergence of Gaussian Belief Propagation Under General Pairwise Factorization: Connecting Gaussian MRF with Pairwise Linear Gaussian Model JMLR 2019 Differentiable Linearized ADMM ICML 2019 Differential Inclusions for Modeling Nonsmooth ADMM Variants: A Continuous Limit Theory ICML 2019 Dimension-Free Bounds for Low-Precision Training NeurIPS 2019 Distributed Learning over Unreliable Networks ICML 2019 Estimating Convergence of Markov chains with L-Lag Couplings NeurIPS 2019 Fast Convergence of Natural Gradient Descent for Over-Parameterized Neural Networks NeurIPS 2019 Generalized Majorization-Minimization for Non-Convex Optimization IJCAI 2019 Global Convergence of Block Coordinate Descent in Deep Learning ICML 2019 Global Convergence of Least Squares EM for Demixing Two Log-Concave Densities NeurIPS 2019 Global Convergence of the EM Algorithm for Mixtures of Two Component Linear Regression COLT 2019 How to Combine Tree-Search Methods in Reinforcement Learning AAAI 2019 Learning in the Machine: Random Backpropagation and the Deep Learning Channel (Extended Abstract) IJCAI 2019 New Convergence Aspects of Stochastic Gradient Algorithms JMLR 2019 Non-asymptotic Analysis of Stochastic Methods for Non-Smooth Non-Convex Regularized Problems NeurIPS 2019 Non-Ergodic Convergence Analysis of Heavy-Ball Algorithms AAAI 2019 Online Convex Matrix Factorization with Representative Regions NeurIPS 2019 On the Convergence of A Class of Adam-Type Algorithms for Non-Convex Optimization ICLR 2019 On the Convergence of Gaussian Belief Propagation with Nodes of Arbitrary Size JMLR 2019 On the Convergence of Stochastic Gradient Descent with Adaptive Stepsizes AISTATS 2019 On the Convergence of (Stochastic) Gradient Descent with Extrapolation for Non-Convex Minimization IJCAI 2019 Self-Weighted Multi-View Clustering with Deep Matrix Factorization ACML 2019 SGD Converges to Global Minimum in Deep Learning via Star-convex Path ICLR 2019 SGD: General Analysis and Improved Rates ICML 2019 Stagewise Training Accelerates Convergence of Testing Error Over SGD NeurIPS 2019