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Continuous Optimization

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Asynchronous Decentralized Parallel Stochastic Gradient Descent ICML 2018
Alternating Randomized Block Coordinate Descent ICML 2018
Lower Bounds for Higher-Order Convex Optimization COLT 2018
Convex Optimization with Unbounded Nonconvex Oracles using Simulated Annealing COLT 2018
Efficient Convex Optimization with Membership Oracles COLT 2018
An Optimal Learning Algorithm for Online Unconstrained Submodular Maximization COLT 2018
The Mean-Field Approximation: Information Inequalities, Algorithms, and Complexity COLT 2018
Non-Convex Matrix Completion Against a Semi-Random Adversary COLT 2018
Cutting plane methods can be extended into nonconvex optimization COLT 2018
An Estimate Sequence for Geodesically Convex Optimization COLT 2018
3D Registration of Curves and Surfaces Using Local Differential Information CVPR 2018
Beyond Grobner Bases: Basis Selection for Minimal Solvers CVPR 2018
DS*: Tighter Lifting-Free Convex Relaxations for Quadratic Matching Problems CVPR 2018
Depth-Aware Stereo Video Retargeting CVPR 2018
Consensus Maximization for Semantic Region Correspondences CVPR 2018
Fast and Robust Estimation for Unit-Norm Constrained Linear Fitting Problems CVPR 2018
Escaping Saddle Points in Constrained Optimization NIPS 2018
Wasserstein Distributionally Robust Kalman Filtering NIPS 2018
Decentralize and Randomize: Faster Algorithm for Wasserstein Barycenters NIPS 2018
Gen-Oja: Simple & Efficient Algorithm for Streaming Generalized Eigenvector Computation NIPS 2018
Structured Local Minima in Sparse Blind Deconvolution NIPS 2018
Optimal Structured Light à La Carte CVPR 2018
Plug-in Estimation in High-Dimensional Linear Inverse Problems: A Rigorous Analysis NIPS 2018
Scalable Robust Matrix Factorization with Nonconvex Loss NIPS 2018
Nonlocal Low-Rank Tensor Factor Analysis for Image Restoration CVPR 2018