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Continuous Optimization

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Learning Word Vectors with Linear Constraints: A Matrix Factorization Approach IJCAI 2018
LP Heuristics over Conjunctions: Compilation, Convergence, Nogood Learning IJCAI 2018
Distributing Frank-Wolfe via Map-Reduce IJCAI 2018
Decentralized Submodular Maximization: Bridging Discrete and Continuous Settings ICML 2018
Provably Correct Algorithms for Matrix Column Subset Selection with Selectively Sampled Data JMLR 2018
Harmonic Mean Iteratively Reweighted Least Squares for Low-Rank Matrix Recovery JMLR 2018
Robust PCA by Manifold Optimization JMLR 2018
Clustering is semidefinitely not that hard: Nonnegative SDP for manifold disentangling JMLR 2018
DICOD: Distributed Convolutional Coordinate Descent for Convolutional Sparse Coding ICML 2018
Efficient First-Order Algorithms for Adaptive Signal Denoising ICML 2018
Low-Rank Riemannian Optimization on Positive Semidefinite Stochastic Matrices with Applications to Graph Clustering ICML 2018
Cut-Pursuit Algorithm for Regularizing Nonsmooth Functionals with Graph Total Variation ICML 2018
Fast and Sample Efficient Inductive Matrix Completion via Multi-Phase Procrustes Flow ICML 2018
Large-Scale Sparse Inverse Covariance Estimation via Thresholding and Max-Det Matrix Completion ICML 2018
A Primal-Dual Analysis of Global Optimality in Nonconvex Low-Rank Matrix Recovery ICML 2018
Fast Online Trajectory Optimization for the Bipedal Robot Cassie RSS 2018
Geometric Multi-Model Fitting With a Convex Relaxation Algorithm CVPR 2018
SoS-RSC: A Sum-of-Squares Polynomial Approach to Robustifying Subspace Clustering Algorithms CVPR 2018
Representing and Learning High Dimensional Data With the Optimal Transport Map From a Probabilistic Viewpoint CVPR 2018
Katyusha X: Simple Momentum Method for Stochastic Sum-of-Nonconvex Optimization ICML 2018
Continuous Relaxation of MAP Inference: A Nonconvex Perspective CVPR 2018
High-Speed Tracking With Multi-Kernel Correlation Filters CVPR 2018
A Hybrid l1-l0 Layer Decomposition Model for Tone Mapping CVPR 2018
A Certifiably Globally Optimal Solution to the Non-Minimal Relative Pose Problem CVPR 2018
Subspace Embedding and Linear Regression with Orlicz Norm ICML 2018