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convex optimization

1320 papers

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Also known as

ACO ADMM CO OCO

Co-occurring keywords

stochastic optimization (1060) convergence rate (606) stochastic gradient descent (1088) gradient descent (1143) online learning (1770) support vector machine (976) matrix completion (356) regret bound (1918) kernel methods (1096) sparse optimization (246)

Papers

Robust exploration in linear quadratic reinforcement learning NIPS 2019
New Convex Relaxations for MRF Inference With Unknown Graphs ICCV 2019
Blended Matching Pursuit NIPS 2019
Primal-Dual Block Generalized Frank-Wolfe NIPS 2019
Near-optimal method for highly smooth convex optimization COLT 2019
A Universally Optimal Multistage Accelerated Stochastic Gradient Method NIPS 2019
Hamiltonian descent for composite objectives NIPS 2019
Sampling and Optimization on Convex Sets in Riemannian Manifolds of Non-Negative Curvature COLT 2019
Necessary and Sufficient Geometries for Gradient Methods NIPS 2019
Optimistic Distributionally Robust Optimization for Nonparametric Likelihood Approximation NIPS 2019
A unified variance-reduced accelerated gradient method for convex optimization NIPS 2019
Algorithmic Analysis and Statistical Estimation of SLOPE via Approximate Message Passing NIPS 2019
An Embedding Framework for Consistent Polyhedral Surrogates NIPS 2019
Differentiable Convex Optimization Layers NIPS 2019
Preferred Deals in General Environments IJCAI 2019
Lifting Vectorial Variational Problems: A Natural Formulation Based on Geometric Measure Theory and Discrete Exterior Calculus CVPR 2019
Low-Rank Tensor Completion With a New Tensor Nuclear Norm Induced by Invertible Linear Transforms CVPR 2019
SVM-Based Deep Stacking Networks AAAI 2019
Lifted Hinge-Loss Markov Random Fields AAAI 2019
Learning (from) Deep Hierarchical Structure among Features AAAI 2019
Optimal Tensor Methods in Smooth Convex and Uniformly ConvexOptimization COLT 2019
SGD without Replacement: Sharper Rates for General Smooth Convex Functions ICML 2019
Fairness risk measures ICML 2019
Conditional Gradient Methods via Stochastic Path-Integrated Differential Estimator ICML 2019
Solving Empirical Risk Minimization in the Current Matrix Multiplication Time COLT 2019