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Continuous Optimization

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Blended Matching Pursuit NIPS 2019
Online Convex Matrix Factorization with Representative Regions NIPS 2019
Multivariate Distributionally Robust Convex Regression under Absolute Error Loss NIPS 2019
A Direct tilde{O}(1/epsilon) Iteration Parallel Algorithm for Optimal Transport NIPS 2019
General Proximal Incremental Aggregated Gradient Algorithms: Better and Novel Results under General Scheme NIPS 2019
Trajectory of Alternating Direction Method of Multipliers and Adaptive Acceleration NIPS 2019
Faster width-dependent algorithm for mixed packing and covering LPs NIPS 2019
Accelerating Rescaled Gradient Descent: Fast Optimization of Smooth Functions NIPS 2019
Optimal Analysis of Subset-Selection Based L_p Low-Rank Approximation NIPS 2019
GENO -- GENeric Optimization for Classical Machine Learning NIPS 2019
Sliced Gromov-Wasserstein NIPS 2019
Average Case Column Subset Selection for Entrywise $\ell_1$-Norm Loss NIPS 2019
Don't take it lightly: Phasing optical random projections with unknown operators NIPS 2019
Interior-Point Methods Strike Back: Solving the Wasserstein Barycenter Problem NIPS 2019
Near Neighbor: Who is the Fairest of Them All? NIPS 2019
Efficiently escaping saddle points on manifolds NIPS 2019
Learning Weighted Top-$k$ Support Vector Machine ACML 2019
Low-Rank Approximations of Second-Order Document Representations CONLL 2019
Shuffling, Fast and Slow: Scalable Analytics on Serverless Infrastructure NSDI 2019
Cubic Regularization with Momentum for Nonconvex Optimization UAI 2019
A Universal Algorithm for Variational Inequalities Adaptive to Smoothness and Noise COLT 2019
Near-optimal method for highly smooth convex optimization COLT 2019
Achieving the Bayes Error Rate in Stochastic Block Model by SDP, Robustly COLT 2019
Optimal Tensor Methods in Smooth Convex and Uniformly ConvexOptimization COLT 2019
Sampling and Optimization on Convex Sets in Riemannian Manifolds of Non-Negative Curvature COLT 2019