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Continuous Optimization

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Globally Optimal Learning for Structured Elliptical Losses NIPS 2019
Near Optimal Methods for Minimizing Convex Functions with Lipschitz $p$-th Derivatives COLT 2019
Local Saddle Point Optimization: A Curvature Exploitation Approach AISTATS 2019
A First-Order Algorithmic Framework for Distributionally Robust Logistic Regression NIPS 2019
Efficiently avoiding saddle points with zero order methods: No gradients required NIPS 2019
Efficient Algorithms for Smooth Minimax Optimization NIPS 2019
A Rank-1 Sketch for Matrix Multiplicative Weights COLT 2019
Energy-efficient Path Planning for Ground Robots by and Combining Air and Ground Measurements CORL 2019
A Nonconvex Approach for Exact and Efficient Multichannel Sparse Blind Deconvolution NIPS 2019
Think out of the "Box": Generically-Constrained Asynchronous Composite Optimization and Hedging NIPS 2019
Calculating Optimistic Likelihoods Using (Geodesically) Convex Optimization NIPS 2019
Using Unknown Occluders to Recover Hidden Scenes CVPR 2019
Spectral Reconstruction From Dispersive Blur: A Novel Light Efficient Spectral Imager CVPR 2019
Guaranteed Matrix Completion Under Multiple Linear Transformations CVPR 2019
A Variational Pan-Sharpening With Local Gradient Constraints CVPR 2019
Style Transfer by Relaxed Optimal Transport and Self-Similarity CVPR 2019
VITAMIN-E: VIsual Tracking and MappINg With Extremely Dense Feature Points CVPR 2019
Inverse Path Tracing for Joint Material and Lighting Estimation CVPR 2019
SDRSAC: Semidefinite-Based Randomized Approach for Robust Point Cloud Registration Without Correspondences CVPR 2019
Globally Convergent Newton Methods for Ill-conditioned Generalized Self-concordant Losses NIPS 2019
Correlation in Extensive-Form Games: Saddle-Point Formulation and Benchmarks NIPS 2019
A Polynomial Time Algorithm for Log-Concave Maximum Likelihood via Locally Exponential Families NIPS 2019
Efficient Symmetric Norm Regression via Linear Sketching NIPS 2019
Certainty Equivalence is Efficient for Linear Quadratic Control NIPS 2019
Shadowing Properties of Optimization Algorithms NIPS 2019