non-convex optimization

Nonconvex sampling with the Metropolis-adjusted Langevin algorithm COLT 2019 Nonconvex Variance Reduced Optimization with Arbitrary Sampling ICML 2019 Non-smooth Optimization over Stiefel Manifolds with Applications to Dimensionality Reduction and Graph Clustering IJCAI 2019 On Constrained Nonconvex Stochastic Optimization: A Case Study for Generalized Eigenvalue Decomposition AISTATS 2019 On the Computation and Communication Complexity of Parallel SGD with Dynamic Batch Sizes for Stochastic Non-Convex Optimization ICML 2019 On the Convergence of A Class of Adam-Type Algorithms for Non-Convex Optimization ICLR 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 On the Ineffectiveness of Variance Reduced Optimization for Deep Learning NeurIPS 2019 On the Regret Minimization of Nonconvex Online Gradient Ascent for Online PCA COLT 2019 Optimization of Inf-Convolution Regularized Nonconvex Composite Problems AISTATS 2019 Optimization with Non-Differentiable Constraints with Applications to Fairness, Recall, Churn, and Other Goals JMLR 2019 PA-GD: On the Convergence of Perturbed Alternating Gradient Descent to Second-Order Stationary Points for Structured Nonconvex Optimization ICML 2019 Poincaré Recurrence, Cycles and Spurious Equilibria in Gradient-Descent-Ascent for Non-Convex Non-Concave Zero-Sum Games NeurIPS 2019 Random Shuffling Beats SGD after Finite Epochs ICML 2019 Recovery Guarantees For Quadratic Tensors With Sparse Observations AISTATS 2019 Robust and Communication-Efficient Collaborative Learning NeurIPS 2019 Robust Video Stabilization by Optimization in CNN Weight Space CVPR 2019 Screening rules for Lasso with non-convex Sparse Regularizers ICML 2019 Self-Paced Multi-Label Learning with Diversity ACML 2019 SGD Converges to Global Minimum in Deep Learning via Star-convex Path ICLR 2019 Sharp Analysis for Nonconvex SGD Escaping from Saddle Points COLT 2019 Sharp Restricted Isometry Bounds for the Inexistence of Spurious Local Minima in Nonconvex Matrix Recovery JMLR 2019 Simple Stochastic Gradient Methods for Non-Smooth Non-Convex Regularized Optimization ICML 2019 Solving a Class of Non-Convex Min-Max Games Using Iterative First Order Methods NeurIPS 2019