Continuous Optimization

GIANT: Globally Improved Approximate Newton Method for Distributed Optimization NeurIPS 2018 Global Geometry of Multichannel Sparse Blind Deconvolution on the Sphere NeurIPS 2018 Gradient Descent Meets Shift-and-Invert Preconditioning for Eigenvector Computation NeurIPS 2018 Gradient Estimation with Simultaneous Perturbation and Compressive Sensing JMLR 2018 Gradient Hard Thresholding Pursuit JMLR 2018 Graphical Nonconvex Optimization via an Adaptive Convex Relaxation ICML 2018 Harmonic Mean Iteratively Reweighted Least Squares for Low-Rank Matrix Recovery JMLR 2018 Hidden Integrality of SDP Relaxations for Sub-Gaussian Mixture Models COLT 2018 High-Speed Tracking With Multi-Kernel Correlation Filters CVPR 2018 How to tell when a clustering is (approximately) correct using convex relaxations NeurIPS 2018 IHT dies hard: Provable accelerated Iterative Hard Thresholding AISTATS 2018 Improved Epoch Extraction from Telephonic Speech Using Chebfun and Zero Frequency Filtering Interspeech 2018 Improving Coverage and Runtime Complexity for Exact Inference in Non-Projective Transition-Based Dependency Parsers NAACL 2018 Improving Optimization for Models With Continuous Symmetry Breaking ICML 2018 Improving Sparse Representations in Exemplar-Based Voice Conversion with a Phoneme-Selective Objective Function Interspeech 2018 Inexact trust-region algorithms on Riemannian manifolds NeurIPS 2018 In-Hand Manipulation via Motion Cones RSS 2018 Joint Reasoning for Temporal and Causal Relations ACL 2018 Katyusha: The First Direct Acceleration of Stochastic Gradient Methods JMLR 2018 Katyusha X: Simple Momentum Method for Stochastic Sum-of-Nonconvex Optimization ICML 2018 Labeled Graph Clustering via Projected Gradient Descent AISTATS 2018 Langevin Monte Carlo and JKO splitting COLT 2018 Large Scale computation of Means and Clusters for Persistence Diagrams using Optimal Transport NeurIPS 2018 Large Scale Empirical Risk Minimization via Truncated Adaptive Newton Method AISTATS 2018 Large-Scale Sparse Inverse Covariance Estimation via Thresholding and Max-Det Matrix Completion ICML 2018