Mathematics & Optimization

Generic Axiomatization of Families of Noncrossing Graphs in Dependency Parsing ACL 2017 Geodesic Distance Descriptors CVPR 2017 Geometric Descent Method for Convex Composite Minimization NeurIPS 2017 Geometry of 3D Environments and Sum of Squares Polynomials RSS 2017 Geometry of Neural Network Loss Surfaces via Random Matrix Theory ICML 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 optimization of Lipschitz functions ICML 2017 Glottal Model Based Speech Beamforming for ad-hoc Microphone Arrays Interspeech 2017 Gradient Coding: Avoiding Stragglers in Distributed Learning ICML 2017 Gradient Descent Can Take Exponential Time to Escape Saddle Points NeurIPS 2017 Gradient Methods for Submodular Maximization NeurIPS 2017 Gradient Projection Iterative Sketch for Large-Scale Constrained Least-Squares ICML 2017 Graph Matching via Multiplicative Update Algorithm NeurIPS 2017 Graph Verification with a Betweenness Oracle ALT 2017 Grassmannian Manifold Optimization Assisted Sparse Spectral Clustering CVPR 2017 Greed Is Good: Near-Optimal Submodular Maximization via Greedy Optimization COLT 2017 Greedy Algorithms for Cone Constrained Optimization with Convergence Guarantees NeurIPS 2017 Greedy Direction Method of Multiplier for MAP Inference of Large Output Domain AISTATS 2017 Group Additive Structure Identification for Kernel Nonparametric Regression NeurIPS 2017 Group Sparse Optimization via lp,q Regularization JMLR 2017 Group-Wise Point-Set Registration Based on Renyi's Second Order Entropy CVPR 2017 GSOS: Gauss-Seidel Operator Splitting Algorithm for Multi-Term Nonsmooth Convex Composite Optimization ICML 2017 Guaranteed Non-convex Optimization: Submodular Maximization over Continuous Domains AISTATS 2017 Guarantees for Greedy Maximization of Non-submodular Functions with Applications ICML 2017