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Continuous Optimization

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Papers

Revisit Batch Normalization: New Understanding and Refinement via Composition Optimization AISTATS 2019
Graphical Lasso and Thresholding: Equivalence and Closed-form Solutions JMLR 2019
Scalable Kernel K-Means Clustering with Nystrom Approximation: Relative-Error Bounds JMLR 2019
Non-Convex Matrix Completion and Related Problems via Strong Duality JMLR 2019
Sharp Restricted Isometry Bounds for the Inexistence of Spurious Local Minima in Nonconvex Matrix Recovery JMLR 2019
Systematic Conservation Planning for Sustainable Land-use Policies: A Constrained Partitioning Approach to Reserve Selection and Design. IJCAI 2019
Linearly Converging Quasi Branch and Bound Algorithms for Global Rigid Registration ICCV 2019
A Closed-Form Solution to Universal Style Transfer ICCV 2019
New Convex Relaxations for MRF Inference With Unknown Graphs ICCV 2019
Convex Relaxations for Consensus and Non-Minimal Problems in 3D Vision ICCV 2019
Estimating the Fundamental Matrix Without Point Correspondences With Application to Transmission Imaging ICCV 2019
Discrete Laplace Operator Estimation for Dynamic 3D Reconstruction ICCV 2019
A Quaternion-Based Certifiably Optimal Solution to the Wahba Problem With Outliers ICCV 2019
Solving Vision Problems via Filtering ICCV 2019
Efficient and Robust Registration on the 3D Special Euclidean Group ICCV 2019
Variational Uncalibrated Photometric Stereo Under General Lighting ICCV 2019
Pareto Meets Huber: Efficiently Avoiding Poor Minima in Robust Estimation ICCV 2019
Parametric Majorization for Data-Driven Energy Minimization Methods ICCV 2019
Width Provably Matters in Optimization for Deep Linear Neural Networks ICML 2019
Estimate Sequences for Variance-Reduced Stochastic Composite Optimization ICML 2019
Cheap Orthogonal Constraints in Neural Networks: A Simple Parametrization of the Orthogonal and Unitary Group ICML 2019
Weighted Oblique Decision Trees AAAI 2019
Word Embedding as Maximum A Posteriori Estimation AAAI 2019
Robustness Envelopes for Temporal Plans AAAI 2019
Efficient Optimal Approximation of Discrete Random Variables for Estimation of Probabilities of Missing Deadlines AAAI 2019