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Continuous Optimization

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Papers

Efficient Algorithms And Representations For Chance-constrained Mixed Constraint Programming IJCAI 2017
Staying Ahead of the Game: Adaptive Robust Optimization for Dynamic Allocation of Threat Screening Resources IJCAI 2017
Net-Trim: Convex Pruning of Deep Neural Networks with Performance Guarantee NIPS 2017
The Numerics of GANs NIPS 2017
Convolutional Phase Retrieval NIPS 2017
Scalable Planning with Tensorflow for Hybrid Nonlinear Domains NIPS 2017
A Universal Analysis of Large-Scale Regularized Least Squares Solutions NIPS 2017
Tensor Completion with Side Information: A Riemannian Manifold Approach IJCAI 2017
Efficient Inexact Proximal Gradient Algorithm for Nonconvex Problems IJCAI 2017
Alternating minimization for dictionary learning with random initialization NIPS 2017
Near-linear time approximation algorithms for optimal transport via Sinkhorn iteration NIPS 2017
Graph Matching via Multiplicative Update Algorithm NIPS 2017
Robust Quadratic Programming for Price Optimization IJCAI 2017
Fast Stochastic Variance Reduced ADMM for Stochastic Composition Optimization IJCAI 2017
Beyond Worst-case: A Probabilistic Analysis of Affine Policies in Dynamic Optimization NIPS 2017
Limitations on Variance-Reduction and Acceleration Schemes for Finite Sums Optimization NIPS 2017
“Convex Until Proven Guilty”: Dimension-Free Acceleration of Gradient Descent on Non-Convex Functions ICML 2017
Robust Budget Allocation via Continuous Submodular Functions ICML 2017
GSOS: Gauss-Seidel Operator Splitting Algorithm for Multi-Term Nonsmooth Convex Composite Optimization ICML 2017
Noise Robust Depth From Focus Using a Ring Difference Filter CVPR 2017
Innovation Pursuit: A New Approach to the Subspace Clustering Problem ICML 2017
Tight Bounds for Approximate Carathéodory and Beyond ICML 2017
Algorithms for $\ell_p$ Low-Rank Approximation ICML 2017
Nearly Optimal Robust Matrix Completion ICML 2017
Coarse-To-Fine Segmentation With Shape-Tailored Continuum Scale Spaces CVPR 2017