Continuous Optimization

Fast Algorithms for Sparse Reduced-Rank Regression AISTATS 2019 Fast and Accurate Least-Mean-Squares Solvers NeurIPS 2019 Fast and Flexible Inference of Joint Distributions from their Marginals ICML 2019 Fast and Provable ADMM for Learning with Generative Priors NeurIPS 2019 Fast and Stable Maximum Likelihood Estimation for Incomplete Multinomial Models ICML 2019 Fast Decomposable Submodular Function Minimization using Constrained Total Variation NeurIPS 2019 Faster First-Order Methods for Stochastic Non-Convex Optimization on Riemannian Manifolds AISTATS 2019 Faster Stochastic Alternating Direction Method of Multipliers for Nonconvex Optimization ICML 2019 Faster width-dependent algorithm for mixed packing and covering LPs NeurIPS 2019 Fast Low-rank Metric Learning for Large-scale and High-dimensional Data NeurIPS 2019 Fast PMI-Based Word Embedding with Efficient Use of Unobserved Patterns AAAI 2019 Fast, Provably convergent IRLS Algorithm for p-norm Linear Regression NeurIPS 2019 Fast Proximal Gradient Descent for A Class of Non-convex and Non-smooth Sparse Learning Problems UAI 2019 Fast Sparse Group Lasso NeurIPS 2019 Fast structure learning with modular regularization NeurIPS 2019 First-Order Algorithms Converge Faster than $O(1/k)$ on Convex Problems ICML 2019 First-order methods almost always avoid saddle points: The case of vanishing step-sizes NeurIPS 2019 FRAME Revisited: An Interpretation View Based on Particle Evolution AAAI 2019 Fuzzy-Classification Assisted Solution Preselection in Evolutionary Optimization AAAI 2019 GAN-Based Projector for Faster Recovery With Convergence Guarantees in Linear Inverse Problems ICCV 2019 Generalized Approximate Survey Propagation for High-Dimensional Estimation ICML 2019 Generalized Majorization-Minimization ICML 2019 Generalized Potential Heuristics for Classical Planning IJCAI 2019 General Proximal Incremental Aggregated Gradient Algorithms: Better and Novel Results under General Scheme NeurIPS 2019 GENO -- GENeric Optimization for Classical Machine Learning NeurIPS 2019