
A Reduction for Optimizing Lattice Submodular Functions with Diminishing Returns
A function f: Z_+^E →R_+ is DRsubmodular if it satisfies f( + χ_i) f (...
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Random Coordinate Descent Methods for Minimizing Decomposable Submodular Functions
Submodular function minimization is a fundamental optimization problem t...
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Communication Lower Bounds for Statistical Estimation Problems via a Distributed Data Processing Inequality
We study the tradeoff between the statistical error and communication co...
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Submodular Maximization with Nearlyoptimal Approximation and Adaptivity in Nearlylinear Time
In this paper, we study the tradeoff between the approximation guarantee...
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Improved Algorithms for Collaborative PAC Learning
We study a recent model of collaborative PAC learning where k players wi...
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Submodular Maximization with Packing Constraints in Parallel
We consider the problem of maximizing the multilinear extension of a sub...
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Towards Nearlylinear Time Algorithms for Submodular Maximization with a Matroid Constraint
We consider fast algorithms for monotone submodular maximization subject...
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A Parallel Double Greedy Algorithm for Submodular Maximization
We study parallel algorithms for the problem of maximizing a nonnegativ...
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Efficient Private Algorithms for Learning Halfspaces
We present new differentially private algorithms for learning a largema...
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A note on Cunningham's algorithm for matroid intersection
In the matroid intersection problem, we are given two matroids of rank r...
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Parallel Algorithm for NonMonotone DRSubmodular Maximization
In this work, we give a new parallel algorithm for the problem of maximi...
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An Optimal Streaming Algorithm for Nonmonotone Submodular Maximization
We study the problem of maximizing a nonmonotone submodular function su...
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Huy L. Nguyen
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