Non-Convex Optimization

A Nonconvex Approach for Exact and Efficient Multichannel Sparse Blind Deconvolution NeurIPS 2019 A Nonconvex Projection Method for Robust PCA AAAI 2019 Beyond Alternating Updates for Matrix Factorization with Inertial Bregman Proximal Gradient Algorithms NeurIPS 2019 Efficient Algorithms for Smooth Minimax Optimization NeurIPS 2019 Efficiently avoiding saddle points with zero order methods: No gradients required NeurIPS 2019 Efficiently escaping saddle points on manifolds NeurIPS 2019 Efficient Smooth Non-Convex Stochastic Compositional Optimization via Stochastic Recursive Gradient Descent NeurIPS 2019 Factor Group-Sparse Regularization for Efficient Low-Rank Matrix Recovery NeurIPS 2019 Globally Optimal Learning for Structured Elliptical Losses NeurIPS 2019 Learning Positive Functions with Pseudo Mirror Descent NeurIPS 2019 Nonconvex Low-Rank Tensor Completion from Noisy Data NeurIPS 2019 On the Convergence of A Class of Adam-Type Algorithms for Non-Convex Optimization ICLR 2019 Self-Paced Multi-Label Learning with Diversity ACML 2019 Task Embedded Coordinate Update: A Realizable Framework for Multivariate Non-Convex Optimization AAAI 2019 The Landscape of Non-convex Empirical Risk with Degenerate Population Risk NeurIPS 2019 Universal Stagewise Learning for Non-Convex Problems with Convergence on Averaged Solutions ICLR 2019 Adaptive Negative Curvature Descent with Applications in Non-convex Optimization NeurIPS 2018 Analysis of Krylov Subspace Solutions of Regularized Non-Convex Quadratic Problems NeurIPS 2018 An Efficient Pruning Algorithm for Robust Isotonic Regression NeurIPS 2018 Construction of Incoherent Dictionaries via Direct Babel Function Minimization ACML 2018 Continuous Relaxation of MAP Inference: A Nonconvex Perspective CVPR 2018 Convergence of Cubic Regularization for Nonconvex Optimization under KL Property NeurIPS 2018 Global Geometry of Multichannel Sparse Blind Deconvolution on the Sphere NeurIPS 2018 Global Optimality Conditions for Deep Neural Networks ICLR 2018 NEON2: Finding Local Minima via First-Order Oracles NeurIPS 2018