Continuous Optimization

A Graph Theoretic Additive Approximation of Optimal Transport NeurIPS 2019 Algorithmic Analysis and Statistical Estimation of SLOPE via Approximate Message Passing NeurIPS 2019 Algorithmic Guarantees for Inverse Imaging with Untrained Network Priors NeurIPS 2019 A Linearly Convergent Method for Non-Smooth Non-Convex Optimization on the Grassmannian with Applications to Robust Subspace and Dictionary Learning NeurIPS 2019 Alleviating Label Switching with Optimal Transport NeurIPS 2019 Almost surely constrained convex optimization ICML 2019 A Local Block Coordinate Descent Algorithm for the CSC Model CVPR 2019 Alternating Minimizations Converge to Second-Order Optimal Solutions ICML 2019 A Modified Algorithm for Multiple Input Spectrogram Inversion Interspeech 2019 Amortized Bethe Free Energy Minimization for Learning MRFs NeurIPS 2019 A Multi-Pairwise Extension of Procrustes Analysis for Multilingual Word Translation EMNLP 2019 An adaptive Mirror-Prox method for variational inequalities with singular operators NeurIPS 2019 An Efficient Two Step Algorithm for High Dimensional Change Point Regression Models Without Grid Search JMLR 2019 An Embedding Framework for Consistent Polyhedral Surrogates NeurIPS 2019 A New Approach to Laplacian Solvers and Flow Problems JMLR 2019 A Nonconvex Approach for Exact and Efficient Multichannel Sparse Blind Deconvolution NeurIPS 2019 A Non–Convex Optimization Approach to Correlation Clustering AAAI 2019 A Nonconvex Projection Method for Robust PCA AAAI 2019 An Optimal High-Order Tensor Method for Convex Optimization COLT 2019 A Polynomial Time Algorithm for Log-Concave Maximum Likelihood via Locally Exponential Families NeurIPS 2019 A Polynomial-time Solution for Robust Registration with Extreme Outlier Rates RSS 2019 Approximate Optimal Transport for Continuous Densities with Copulas IJCAI 2019 Approximating Orthogonal Matrices with Effective Givens Factorization ICML 2019 A Quantitative Analysis of the Effect of Batch Normalization on Gradient Descent ICML 2019 A Quantum-inspired Classical Algorithm for Separable Non-negative Matrix Factorization IJCAI 2019