Continuous Optimization

Celer: a Fast Solver for the Lasso with Dual Extrapolation ICML 2018 Certified Computation from Unreliable Datasets COLT 2018 Characterizing Implicit Bias in Terms of Optimization Geometry ICML 2018 Clustering Algorithms for the Centralized and Local Models ALT 2018 Clustering is semidefinitely not that hard: Nonnegative SDP for manifold disentangling JMLR 2018 CoCoA: A General Framework for Communication-Efficient Distributed Optimization JMLR 2018 Combinatorial Preconditioners for Proximal Algorithms on Graphs AISTATS 2018 Communication-Avoiding Optimization Methods for Distributed Massive-Scale Sparse Inverse Covariance Estimation AISTATS 2018 Communication Efficient Parallel Algorithms for Optimization on Manifolds NeurIPS 2018 Compact Convex Projections JMLR 2018 Computational Optimal Transport: Complexity by Accelerated Gradient Descent Is Better Than by Sinkhorn’s Algorithm ICML 2018 Computing Higher Order Derivatives of Matrix and Tensor Expressions NeurIPS 2018 Computing Kantorovich-Wasserstein Distances on d-dimensional histograms using (d+1)-partite graphs NeurIPS 2018 Consensus Maximization for Semantic Region Correspondences CVPR 2018 Construction of Incoherent Dictionaries via Direct Babel Function Minimization ACML 2018 Continuous and Discrete-time Accelerated Stochastic Mirror Descent for Strongly Convex Functions ICML 2018 Continuous Relaxation of MAP Inference: A Nonconvex Perspective CVPR 2018 Convergence guarantees for a class of non-convex and non-smooth optimization problems ICML 2018 Convex Elicitation of Continuous Properties NeurIPS 2018 Convex Optimization over Intersection of Simple Sets: improved Convergence Rate Guarantees via an Exact Penalty Approach AISTATS 2018 Convex Optimization with Unbounded Nonconvex Oracles using Simulated Annealing COLT 2018 Convolutional Imputation of Matrix Networks ICML 2018 Coordinate Descent Faceoff: Primal or Dual? ALT 2018 Coordinate Descent with Bandit Sampling NeurIPS 2018 Covariate Adjusted Precision Matrix Estimation via Nonconvex Optimization ICML 2018