Continuous Optimization

Fast Algorithms for Computational Optimal Transport and Wasserstein Barycenter AISTATS 2020 Fast Deterministic CUR Matrix Decomposition with Accuracy Assurance ICML 2020 Fast Differentiable Sorting and Ranking ICML 2020 Fast Epigraphical Projection-based Incremental Algorithms for Wasserstein Distributionally Robust Support Vector Machine NeurIPS 2020 Faster Randomized Infeasible Interior Point Methods for Tall/Wide Linear Programs NeurIPS 2020 Faster saddle-point optimization for solving large-scale Markov decision processes L4DC 2020 Faster Wasserstein Distance Estimation with the Sinkhorn Divergence NeurIPS 2020 Fast Exact Matrix Completion: A Unified Optimization Framework for Matrix Completion JMLR 2020 Fast OSCAR and OWL Regression via Safe Screening Rules ICML 2020 Fast Unbalanced Optimal Transport on a Tree NeurIPS 2020 Fiedler Regularization: Learning Neural Networks with Graph Sparsity ICML 2020 Finding Robust Nash equilibria ALT 2020 Finding Second-Order Stationary Points Efficiently in Smooth Nonconvex Linearly Constrained Optimization Problems NeurIPS 2020 Finite-Time Convergence in Continuous-Time Optimization ICML 2020 First-Order Methods for Large-Scale Market Equilibrium Computation NeurIPS 2020 Fixed-Support Wasserstein Barycenters: Computational Hardness and Fast Algorithm NeurIPS 2020 From Nesterov’s Estimate Sequence to Riemannian Acceleration COLT 2020 From Trees to Continuous Embeddings and Back: Hyperbolic Hierarchical Clustering NeurIPS 2020 GADMM: Fast and Communication Efficient Framework for Distributed Machine Learning JMLR 2020 Gaussian-Smoothed Optimal Transport: Metric Structure and Statistical Efficiency AISTATS 2020 Generalized Minimal Distortion Principle for Blind Source Separation Interspeech 2020 Geodesically-convex optimization for averaging partially observed covariance matrices ACML 2020 Global Convergence and Variance Reduction for a Class of Nonconvex-Nonconcave Minimax Problems NeurIPS 2020 Global Optimality for Point Set Registration Using Semidefinite Programming CVPR 2020 Gradient descent algorithms for Bures-Wasserstein barycenters COLT 2020