non-convex optimization

Geometry and Symmetry in Short-and-Sparse Deconvolution ICML 2019 Global Convergence of Block Coordinate Descent in Deep Learning ICML 2019 Globally Optimal Learning for Structured Elliptical Losses NeurIPS 2019 Greedy and IHT Algorithms for Non-convex Optimization with Monotone Costs of Non-zeros AISTATS 2019 Heavy-ball Algorithms Always Escape Saddle Points IJCAI 2019 How degenerate is the parametrization of neural networks with the ReLU activation function? NeurIPS 2019 Improved Zeroth-Order Variance Reduced Algorithms and Analysis for Nonconvex Optimization ICML 2019 Katalyst: Boosting Convex Katayusha for Non-Convex Problems with a Large Condition Number ICML 2019 Learning in Non-convex Games with an Optimization Oracle COLT 2019 Learning to Match via Inverse Optimal Transport JMLR 2019 Learning to Optimize in Swarms NeurIPS 2019 Learning with Non-Convex Truncated Losses by SGD UAI 2019 Lifted Proximal Operator Machines AAAI 2019 Lower Bounds for Smooth Nonconvex Finite-Sum Optimization ICML 2019 Model-free Nonconvex Matrix Completion: Local Minima Analysis and Applications in Memory-efficient Kernel PCA JMLR 2019 Momentum-Based Variance Reduction in Non-Convex SGD NeurIPS 2019 Multi-Frequency Phase Synchronization ICML 2019 Noisy Dual Principal Component Pursuit ICML 2019 Non-asymptotic Analysis of Biased Stochastic Approximation Scheme COLT 2019 Non-Asymptotic Analysis of Fractional Langevin Monte Carlo for Non-Convex Optimization ICML 2019 Non-asymptotic Analysis of Stochastic Methods for Non-Smooth Non-Convex Regularized Problems NeurIPS 2019 Nonconvex Low-Rank Tensor Completion from Noisy Data NeurIPS 2019 Non-Convex Matrix Completion and Related Problems via Strong Duality JMLR 2019 Nonconvex Matrix Factorization from Rank-One Measurements AISTATS 2019 Non-Convex Projected Gradient Descent for Generalized Low-Rank Tensor Regression JMLR 2019