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Continuous Optimization

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Papers

Faster Principal Component Regression and Stable Matrix Chebyshev Approximation ICML 2017
A Semismooth Newton Method for Fast, Generic Convex Programming ICML 2017
Connected Subgraph Detection with Mirror Descent on SDPs ICML 2017
Efficient Use of Limited-Memory Accelerators for Linear Learning on Heterogeneous Systems NIPS 2017
Faster Coordinate Descent via Adaptive Importance Sampling AISTATS 2017
Dual Iterative Hard Thresholding: From Non-convex Sparse Minimization to Non-smooth Concave Maximization ICML 2017
Exact MAP Inference by Avoiding Fractional Vertices ICML 2017
Convergence Analysis of Proximal Gradient with Momentum for Nonconvex Optimization ICML 2017
Provable Alternating Gradient Descent for Non-negative Matrix Factorization with Strong Correlations ICML 2017
Doubly Greedy Primal-Dual Coordinate Descent for Sparse Empirical Risk Minimization ICML 2017
Multiscale Strategies for Computing Optimal Transport JMLR 2017
Sub-sampled Cubic Regularization for Non-convex Optimization ICML 2017
How to Escape Saddle Points Efficiently ICML 2017
Efficient Algorithm for Sparse Tensor-variate Gaussian Graphical Models via Gradient Descent AISTATS 2017
Tensor Decomposition with Smoothness ICML 2017
Dissipativity Theory for Nesterov’s Accelerated Method ICML 2017
Prox-PDA: The Proximal Primal-Dual Algorithm for Fast Distributed Nonconvex Optimization and Learning Over Networks ICML 2017
Multilevel Clustering via Wasserstein Means ICML 2017
Faster Greedy MAP Inference for Determinantal Point Processes ICML 2017
Non-Contact Full Field Vibration Measurement Based on Phase-Shifting CVPR 2017
Geodesic Distance Descriptors CVPR 2017
Structured adaptive and random spinners for fast machine learning computations AISTATS 2017
Hybrid direct collocation and control in the constraint-consistent subspace for dynamic legged robot locomotion RSS 2017
A Richer Theory of Convex Constrained Optimization with Reduced Projections and Improved Rates ICML 2017
A Simulated Annealing Based Inexact Oracle for Wasserstein Loss Minimization ICML 2017