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Continuous Optimization

3,907 papers

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Papers

Celer: a Fast Solver for the Lasso with Dual Extrapolation ICML 2018
Approximate message passing for amplitude based optimization ICML 2018
Optimization, fast and slow: optimally switching between local and Bayesian optimization ICML 2018
Stochastic PCA with $\ell_2$ and $\ell_1$ Regularization ICML 2018
Decentralized Submodular Maximization: Bridging Discrete and Continuous Settings ICML 2018
DICOD: Distributed Convolutional Coordinate Descent for Convolutional Sparse Coding ICML 2018
Nearly Optimal Robust Subspace Tracking ICML 2018
Efficient First-Order Algorithms for Adaptive Signal Denoising ICML 2018
Adaptive Three Operator Splitting ICML 2018
Local Convergence Properties of SAGA/Prox-SVRG and Acceleration ICML 2018
Non-convex Conditional Gradient Sliding ICML 2018
Cut-Pursuit Algorithm for Regularizing Nonsmooth Functionals with Graph Total Variation ICML 2018
An Algorithmic Framework of Variable Metric Over-Relaxed Hybrid Proximal Extra-Gradient Method ICML 2018
Graphical Nonconvex Optimization via an Adaptive Convex Relaxation ICML 2018
Convolutional Imputation of Matrix Networks ICML 2018
Lyapunov Functions for First-Order Methods: Tight Automated Convergence Guarantees ICML 2018
Bayesian Quadrature for Multiple Related Integrals ICML 2018
Optimal Tuning for Divide-and-conquer Kernel Ridge Regression with Massive Data ICML 2018
Continuous and Discrete-time Accelerated Stochastic Mirror Descent for Strongly Convex Functions ICML 2018
Loss Decomposition for Fast Learning in Large Output Spaces ICML 2018
A Conditional Gradient Framework for Composite Convex Minimization with Applications to Semidefinite Programming ICML 2018
Fast and Sample Efficient Inductive Matrix Completion via Multi-Phase Procrustes Flow ICML 2018
Large-Scale Sparse Inverse Covariance Estimation via Thresholding and Max-Det Matrix Completion ICML 2018
Safe Element Screening for Submodular Function Minimization ICML 2018
A Primal-Dual Analysis of Global Optimality in Nonconvex Low-Rank Matrix Recovery ICML 2018