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Optimization

14,983 papers

Papers per year

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Papers

Convergence Rate of Stochastic k-means AISTATS 2017
Automated Inference with Adaptive Batches AISTATS 2017
Non-Adaptive Randomized Algorithm for Group Testing ALT 2017
Soft-Bayes: Prod for Mixtures of Experts with Log-Loss ALT 2017
A Modular Analysis of Adaptive (Non-)Convex Optimization: Optimism, Composite Objectives, and Variational Bounds ALT 2017
Homotopy Analysis for Tensor PCA COLT 2017
Computationally Efficient Robust Sparse Estimation in High Dimensions COLT 2017
The Sample Complexity of Optimizing a Convex Function COLT 2017
Online Learning Without Prior Information COLT 2017
Further and stronger analogy between sampling and optimization: Langevin Monte Carlo and gradient descent COLT 2017
Stochastic Composite Least-Squares Regression with Convergence Rate $O(1/n)$ COLT 2017
Fast Rates for Empirical Risk Minimization of Strict Saddle Problems COLT 2017
A Unified Analysis of Stochastic Optimization Methods Using Jump System Theory and Quadratic Constraints COLT 2017
Bandits with Movement Costs and Adaptive Pricing COLT 2017
Non-convex learning via Stochastic Gradient Langevin Dynamics: a nonasymptotic analysis COLT 2017
Lower Bounds on Regret for Noisy Gaussian Process Bandit Optimization COLT 2017
Empirical Risk Minimization for Stochastic Convex Optimization: $O(1/n)$- and $O(1/n^2)$-type of Risk Bounds COLT 2017
A Hitting Time Analysis of Stochastic Gradient Langevin Dynamics COLT 2017
Top-Rank Enhanced Listwise Optimization for Statistical Machine Translation CONLL 2017
Optimizing Differentiable Relaxations of Coreference Evaluation Metrics CONLL 2017
Physics Inspired Optimization on Semantic Transfer Features: An Alternative Method for Room Layout Estimation CVPR 2017
A Non-Convex Variational Approach to Photometric Stereo Under Inaccurate Lighting CVPR 2017
Revisiting the Variable Projection Method for Separable Nonlinear Least Squares Problems CVPR 2017
SGM-Nets: Semi-Global Matching With Neural Networks CVPR 2017
Low-Rank Bilinear Pooling for Fine-Grained Classification CVPR 2017