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Continuous Optimization

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Papers

Construction of Incoherent Dictionaries via Direct Babel Function Minimization ACML 2018
Communication Efficient Parallel Algorithms for Optimization on Manifolds NIPS 2018
The Price of Fair PCA: One Extra dimension NIPS 2018
Short-term Sparse Portfolio Optimization Based on Alternating Direction Method of Multipliers JMLR 2018
Accelerating Cross-Validation in Multinomial Logistic Regression with $\ell_1$-Regularization JMLR 2018
On Tight Bounds for the Lasso JMLR 2018
Extraction Meets Abstraction: Ideal Answer Generation for Biomedical Questions EMNLP 2018
Regularized Optimal Transport and the Rot Mover's Distance JMLR 2018
A Robust Learning Approach for Regression Models Based on Distributionally Robust Optimization JMLR 2018
A Constructive Approach to $L_0$ Penalized Regression JMLR 2018
RSG: Beating Subgradient Method without Smoothness and Strong Convexity JMLR 2018
A Two-Stage Penalized Least Squares Method for Constructing Large Systems of Structural Equations JMLR 2018
A convex program for bilinear inversion of sparse vectors NIPS 2018
Differential Properties of Sinkhorn Approximation for Learning with Wasserstein Distance NIPS 2018
A Dual Framework for Low-rank Tensor Completion NIPS 2018
Near Optimal Frequent Directions for Sketching Dense and Sparse Matrices ICML 2018
A Unified Framework for Structured Low-rank Matrix Learning ICML 2018
Baseline Desensitizing in Translation Averaging CVPR 2018
Katyusha: The First Direct Acceleration of Stochastic Gradient Methods JMLR 2018
Compact Convex Projections JMLR 2018
Catalyst Acceleration for First-order Convex Optimization: from Theory to Practice JMLR 2018
Frank-Wolfe with Subsampling Oracle ICML 2018
Convergence guarantees for a class of non-convex and non-smooth optimization problems ICML 2018
Generative Modeling Using the Sliced Wasserstein Distance CVPR 2018
Estimation of Graphical Models through Structured Norm Minimization JMLR 2018