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Continuous Optimization

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Papers

Exploiting Conic Affinity Measures to Design Speech Enhancement Systems Operating in Unseen Noise Conditions INTERSPEECH 2020
Bayesian Probabilistic Numerical Integration with Tree-Based Models NIPS 2020
Continuous Submodular Maximization: Beyond DR-Submodularity NIPS 2020
Online Sinkhorn: Optimal Transport distances from sample streams NIPS 2020
SVGD as a kernelized Wasserstein gradient flow of the chi-squared divergence NIPS 2020
Blended Conditonal Gradients ICML 2019
Surrogate Losses for Online Learning of Stepsizes in Stochastic Non-Convex Optimization ICML 2019
Stochastic Iterative Hard Thresholding for Graph-structured Sparsity Optimization ICML 2019
Greedy Orthogonal Pivoting Algorithm for Non-Negative Matrix Factorization ICML 2019
Fast and Stable Maximum Likelihood Estimation for Incomplete Multinomial Models ICML 2019
A Composite Randomized Incremental Gradient Method ICML 2019
Escaping from saddle points on Riemannian manifolds NIPS 2019
Large-scale optimal transport map estimation using projection pursuit NIPS 2019
Algorithmic Guarantees for Inverse Imaging with Untrained Network Priors NIPS 2019
Discriminator optimal transport NIPS 2019
Solving graph compression via optimal transport NIPS 2019
GOT: An Optimal Transport framework for Graph comparison NIPS 2019
A Quantitative Analysis of the Effect of Batch Normalization on Gradient Descent ICML 2019
Differential Inclusions for Modeling Nonsmooth ADMM Variants: A Continuous Limit Theory ICML 2019
Differentiable Linearized ADMM ICML 2019
On Scalable and Efficient Computation of Large Scale Optimal Transport ICML 2019
Characterization of Convex Objective Functions and Optimal Expected Convergence Rates for SGD ICML 2019
Large-Scale Sparse Kernel Canonical Correlation Analysis ICML 2019
Homomorphic Sensing ICML 2019
Improved Zeroth-Order Variance Reduced Algorithms and Analysis for Nonconvex Optimization ICML 2019