non-convex optimization

Convergence Rate of Stochastic k-means AISTATS 2017 “Convex Until Proven Guilty”: Dimension-Free Acceleration of Gradient Descent on Non-Convex Functions ICML 2017 Efficient Inexact Proximal Gradient Algorithm for Nonconvex Problems IJCAI 2017 End-to-End Learning for Structured Prediction Energy Networks ICML 2017 Fast Rates for Empirical Risk Minimization of Strict Saddle Problems COLT 2017 Global Convergence of Non-Convex Gradient Descent for Computing Matrix Squareroot AISTATS 2017 Globally Optimal Gradient Descent for a ConvNet with Gaussian Inputs ICML 2017 Global Optimality in Neural Network Training CVPR 2017 Gradient Descent Can Take Exponential Time to Escape Saddle Points NeurIPS 2017 Guaranteed Non-convex Optimization: Submodular Maximization over Continuous Domains AISTATS 2017 Hit-and-Run for Sampling and Planning in Non-Convex Spaces AISTATS 2017 Homotopy Analysis for Tensor PCA COLT 2017 How to Escape Saddle Points Efficiently ICML 2017 Mixture-Rank Matrix Approximation for Collaborative Filtering NeurIPS 2017 Natasha: Faster Non-Convex Stochastic Optimization via Strongly Non-Convex Parameter ICML 2017 Non-convex Finite-Sum Optimization Via SCSG Methods NeurIPS 2017 Non-convex learning via Stochastic Gradient Langevin Dynamics: a nonasymptotic analysis COLT 2017 Non-square matrix sensing without spurious local minima via the Burer-Monteiro approach AISTATS 2017 No Spurious Local Minima in Nonconvex Low Rank Problems: A Unified Geometric Analysis ICML 2017 Online Partial Least Square Optimization: Dropping Convexity for Better Efficiency and Scalability ICML 2017 On Quadratic Convergence of DC Proximal Newton Algorithm in Nonconvex Sparse Learning NeurIPS 2017 On the Optimization Landscape of Tensor Decompositions NeurIPS 2017 Prox-PDA: The Proximal Primal-Dual Algorithm for Fast Distributed Nonconvex Optimization and Learning Over Networks ICML 2017 Residual Expansion Algorithm: Fast and Effective Optimization for Nonconvex Least Squares Problems CVPR 2017 Robust Budget Allocation via Continuous Submodular Functions ICML 2017