Abhinav Srivastav

2 accepted papers

2021

Online Non-Monotone DR-Submodular Maximization

AAAI 2021technical

In this paper, we study fundamental problems of maximizing DR-submodular continuous functions that have real-world applications in the domain of machine learning, economics, operations research and communication systems. It captures a subclass of non-convex optimization that provides both theoretica…

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2020

Non-monotone DR-submodular Maximization over General Convex Sets

Christoph Dürr, Nguyen Kim Thang, Abhinav Srivastav, Léo Tible

IJCAI 2020poster

Many real-world problems can often be cast as the optimization of DR-submodular functions defined over a convex domain. These functions play an important role with applications in many areas of applied mathematics, such as machine learning, computer vision, operation research, communication systems…

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