Continuous Optimization

Online Convex Optimization in the Random Order Model ICML 2020 Online Convex Optimization with Perturbed Constraints: Optimal Rates against Stronger Benchmarks AISTATS 2020 Online Directional Speech Enhancement Using Geometrically Constrained Independent Vector Analysis Interspeech 2020 Online Optimization with Memory and Competitive Control NeurIPS 2020 Online Sinkhorn: Optimal Transport distances from sample streams NeurIPS 2020 On lp-Support Vector Machines and Multidimensional Kernels JMLR 2020 On Metric DBSCAN with Low Doubling Dimension IJCAI 2020 On the Complexity Analysis of the Primal Solutions for the Accelerated Randomized Dual Coordinate Ascent JMLR 2020 On the Convergence of Stochastic Gradient Descent with Low-Rank Projections for Convex Low-Rank Matrix Problems COLT 2020 On the Distribution of Minima in Intrinsic-Metric Rotation Averaging CVPR 2020 On the Expressive Power of Kernel Methods and the Efficiency of Kernel Learning by Association Schemes ALT 2020 On the optimality of kernels for high-dimensional clustering AISTATS 2020 On the Role of Sparsity and DAG Constraints for Learning Linear DAGs NeurIPS 2020 On the Theoretical Guarantees for Parameter Estimation of Gaussian Random Field Models: A Sparse Precision Matrix Approach JMLR 2020 On Unbalanced Optimal Transport: An Analysis of Sinkhorn Algorithm ICML 2020 Optimal Algorithms for Continuous Non-monotone Submodular and DR-Submodular Maximization JMLR 2020 Optimal and Practical Algorithms for Smooth and Strongly Convex Decentralized Optimization NeurIPS 2020 Optimal Approximation of Doubly Stochastic Matrices AISTATS 2020 Optimal Bounds between f-Divergences and Integral Probability Metrics ICML 2020 Optimal Iterative Sketching Methods with the Subsampled Randomized Hadamard Transform NeurIPS 2020 Optimal least-squares solution to the hand-eye calibration problem CVPR 2020 Optimal Randomized First-Order Methods for Least-Squares Problems ICML 2020 Optimization of Graph Total Variation via Active-Set-based Combinatorial Reconditioning AISTATS 2020 Optimizing Influenza Vaccine Composition: From Predictions to Prescriptions MLHC 2020 Parabolic Approximation Line Search for DNNs NeurIPS 2020