Continuous Optimization

Nonconvex Variance Reduced Optimization with Arbitrary Sampling ICML 2019 Nonlinear Acceleration of Primal-Dual Algorithms AISTATS 2019 Non-smooth Optimization over Stiefel Manifolds with Applications to Dimensionality Reduction and Graph Clustering IJCAI 2019 Not All FPRASs are Equal: Demystifying FPRASs for DNF-Counting (Extended Abstract) IJCAI 2019 Obtaining Fairness using Optimal Transport Theory ICML 2019 On Constrained Nonconvex Stochastic Optimization: A Case Study for Generalized Eigenvalue Decomposition AISTATS 2019 On Efficient Optimal Transport: An Analysis of Greedy and Accelerated Mirror Descent Algorithms ICML 2019 On Fast Convergence of Proximal Algorithms for SQRT-Lasso Optimization: Don’t Worry About its Nonsmooth Loss Function UAI 2019 On Geometric Alignment in Low Doubling Dimension AAAI 2019 Online Continuous Submodular Maximization: From Full-Information to Bandit Feedback NeurIPS 2019 Online Convex Matrix Factorization with Representative Regions NeurIPS 2019 On Sampling Complexity of the Semidefinite Affine Rank Feasibility Problem AAAI 2019 On Scalable and Efficient Computation of Large Scale Optimal Transport ICML 2019 On the Complexity of Approximating Wasserstein Barycenters ICML 2019 On the Convergence of (Stochastic) Gradient Descent with Extrapolation for Non-Convex Minimization IJCAI 2019 On the Curved Geometry of Accelerated Optimization NeurIPS 2019 On the Global Convergence of (Fast) Incremental Expectation Maximization Methods NeurIPS 2019 Optimal Analysis of Subset-Selection Based L_p Low-Rank Approximation NeurIPS 2019 Optimal Continuous DR-Submodular Maximization and Applications to Provable Mean Field Inference ICML 2019 Optimal Convergence Rates for Convex Distributed Optimization in Networks JMLR 2019 Optimal Minimization of the Sum of Three Convex Functions with a Linear Operator AISTATS 2019 Optimal Sketching for Kronecker Product Regression and Low Rank Approximation NeurIPS 2019 Optimal Tensor Methods in Smooth Convex and Uniformly ConvexOptimization COLT 2019 Optimal Transport-based Alignment of Learned Character Representations for String Similarity ACL 2019 Optimistic Distributionally Robust Optimization for Nonparametric Likelihood Approximation NeurIPS 2019