convergence analysis

On the Convergence Properties of a K-step Averaging Stochastic Gradient Descent Algorithm for Nonconvex Optimization IJCAI 2018 On Truly Block Eigensolvers via Riemannian Optimization AISTATS 2018 SGD and Hogwild! Convergence Without the Bounded Gradients Assumption ICML 2018 Toward Designing Convergent Deep Operator Splitting Methods for Task-specific Nonconvex Optimization IJCAI 2018 Which Training Methods for GANs do actually Converge? ICML 2018 Acceleration and Averaging in Stochastic Descent Dynamics NeurIPS 2017 Adaptive Relaxed ADMM: Convergence Theory and Practical Implementation CVPR 2017 Asynchronous Coordinate Descent under More Realistic Assumptions NeurIPS 2017 A Unified Optimization View on Generalized Matching Pursuit and Frank-Wolfe AISTATS 2017 Convergence Analysis of Two-layer Neural Networks with ReLU Activation NeurIPS 2017 Filter Flow Made Practical: Massively Parallel and Lock-Free CVPR 2017 GANs Trained by a Two Time-Scale Update Rule Converge to a Local Nash Equilibrium NeurIPS 2017 Nonlinear Acceleration of Stochastic Algorithms NeurIPS 2017 Probabilistic Completeness of Randomized Possibility Graphs Applied to Bipedal Walking in Semi-unstructured Environments RSS 2017 Process-constrained batch Bayesian optimisation NeurIPS 2017 Stochastic Difference of Convex Algorithm and its Application to Training Deep Boltzmann Machines AISTATS 2017 Stochastic Mirror Descent in Variationally Coherent Optimization Problems NeurIPS 2017 The Numerics of GANs NeurIPS 2017 An Improved Convergence Analysis of Cyclic Block Coordinate Descent-type Methods for Strongly Convex Minimization AISTATS 2016 Convergence of an Alternating Maximization Procedure JMLR 2016 Cyclades: Conflict-free Asynchronous Machine Learning NeurIPS 2016 Global Analysis of Expectation Maximization for Mixtures of Two Gaussians NeurIPS 2016 Improved SVRG for Non-Strongly-Convex or Sum-of-Non-Convex Objectives ICML 2016 On the Influence of Momentum Acceleration on Online Learning JMLR 2016 Stochastic Variance Reduction for Nonconvex Optimization ICML 2016