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Optimization

14,969 papers

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Papers

Projection-Free Bandit Convex Optimization AISTATS 2019
Distributed Maximization of "Submodular plus Diversity" Functions for Multi-label Feature Selection on Huge Datasets AISTATS 2019
Noisy Blackbox Optimization using Multi-fidelity Queries: A Tree Search Approach AISTATS 2019
Safe Convex Learning under Uncertain Constraints AISTATS 2019
Distributional reinforcement learning with linear function approximation AISTATS 2019
A Memoization Framework for Scaling Submodular Optimization to Large Scale Problems AISTATS 2019
Modeling simple structures and geometry for better stochastic optimization algorithms AISTATS 2019
Efficient Nonconvex Empirical Risk Minimization via Adaptive Sample Size Methods AISTATS 2019
An Optimal Control Approach to Sequential Machine Teaching AISTATS 2019
An Online Algorithm for Smoothed Regression and LQR Control AISTATS 2019
Parallel Asynchronous Stochastic Coordinate Descent with Auxiliary Variables AISTATS 2019
Correspondence Analysis Using Neural Networks AISTATS 2019
Variance reduction properties of the reparameterization trick AISTATS 2019
Stochastic Variance-Reduced Cubic Regularization for Nonconvex Optimization AISTATS 2019
A Unified Weight Learning Paradigm for Multi-view Learning AISTATS 2019
AutoML from Service Provider’s Perspective: Multi-device, Multi-tenant Model Selection with GP-EI AISTATS 2019
Complexities in Projection-Free Stochastic Non-convex Minimization AISTATS 2019
Efficient Greedy Coordinate Descent for Composite Problems AISTATS 2019
Decentralized Gradient Tracking for Continuous DR-Submodular Maximization AISTATS 2019
Derivative-Free Methods for Policy Optimization: Guarantees for Linear Quadratic Systems AISTATS 2019
Contrasting Exploration in Parameter and Action Space: A Zeroth-Order Optimization Perspective AISTATS 2019
Sobolev Descent AISTATS 2019
A Fast Sampling Algorithm for Maximum Inner Product Search AISTATS 2019
Minimum Volume Topic Modeling AISTATS 2019
Optimizing over a Restricted Policy Class in MDPs AISTATS 2019