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Continuous Optimization

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Conditional Gradient Methods via Stochastic Path-Integrated Differential Estimator ICML 2019
A Conditional-Gradient-Based Augmented Lagrangian Framework ICML 2019
Gromov-Wasserstein Learning for Graph Matching and Node Embedding ICML 2019
Alternating Minimizations Converge to Second-Order Optimal Solutions ICML 2019
Almost surely constrained convex optimization ICML 2019
Hierarchical Optimal Transport for Multimodal Distribution Alignment NIPS 2019
Deep Bayesian Optimization on Attributed Graphs AAAI 2019
Revisiting Projection-Free Optimization for Strongly Convex Constraint Sets AAAI 2019
Walrasian Dynamics in Multi-Unit Markets AAAI 2019
Fuzzy-Classification Assisted Solution Preselection in Evolutionary Optimization AAAI 2019
Guiding the One-to-One Mapping in CycleGAN via Optimal Transport AAAI 2019
Sparse Reject Option Classifier Using Successive Linear Programming AAAI 2019
Sublinear Time Numerical Linear Algebra for Structured Matrices AAAI 2019
Faster Stochastic Alternating Direction Method of Multipliers for Nonconvex Optimization ICML 2019
Nonconvex Variance Reduced Optimization with Arbitrary Sampling ICML 2019
Obtaining Fairness using Optimal Transport Theory ICML 2019
Multi-Frequency Phase Synchronization ICML 2019
Fast and Flexible Inference of Joint Distributions from their Marginals ICML 2019
Improved Convergence for $\ell_1$ and $\ell_∞$ Regression via Iteratively Reweighted Least Squares ICML 2019
Lower Bounds for Smooth Nonconvex Finite-Sum Optimization ICML 2019
Iterative Linearized Control: Stable Algorithms and Complexity Guarantees ICML 2019
Curvature-Exploiting Acceleration of Elastic Net Computations ICML 2019
A Gradual, Semi-Discrete Approach to Generative Network Training via Explicit Wasserstein Minimization ICML 2019
Categorical Feature Compression via Submodular Optimization ICML 2019
Optimization of Inf-Convolution Regularized Nonconvex Composite Problems AISTATS 2019