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Anh Viet Do

3 accepted papers

2023

Diverse Approximations for Monotone Submodular Maximization Problems with a Matroid Constraint

IJCAI 2023poster

Finding diverse solutions to optimization problems has been of practical interest for several decades, and recently enjoyed increasing attention in research. While submodular optimization has been rigorously studied in many fields, its diverse solutions extension has not. In this study, we consider…

Cited by 13SourcePDFScholar
2023

Rigorous Runtime Analysis of MOEA/D for Solving Multi-Objective Minimum Weight Base Problems

NeurIPS 2023poster

We study the multi-objective minimum weight base problem, an abstraction of classical NP-hard combinatorial problems such as the multi-objective minimum spanning tree problem. We prove some important properties of the convex hull of the non-dominated front, such as its approximation quality and an u…

Cited by 13SourcePDFScholar
2021

Pareto Optimization for Subset Selection with Dynamic Partition Matroid Constraints

AAAI 2021technical

In this study, we consider the subset selection problems with submodular or monotone discrete objective functions under partition matroid constraints where the thresholds are dynamic. We focus on POMC, a simple Pareto optimization approach that has been shown to be effective on such problems. Our an…

Cited by 10SourcePDFScholar