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updating a Lipschitz paper for Dev and Joon
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---
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layout: papers
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# specify the title of the paper
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title: "Reformulations of Quadratic Programs for Lipschitz Continuity"
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# specify the date it was published
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date: 2025-11-06
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# list the authors. if a "/people/id" page exists for the person, it will be linked. If not, the author's name is printed exactly as you typed it.
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authors:
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- devanshagrawal
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- haejoonl
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- dimitrapanagou
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# give the main figure location, relative to /static/
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image: /images/reformulations.gif
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# specify the conference or journal that it was published in
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venue: "IEEE L-CSS 2025"
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# link to publisher site (optional)
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link:
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# link to arxiv (optional)
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arxiv: https://arxiv.org/abs/2508.18530
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# link to github (optional)
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code: https://github.com/joonlee16/Lipschitz-controllers
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# link to video (optional)
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video:
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# link to pdf (optional)
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pdf: https://arxiv.org/pdf/2508.18530
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# abstract
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abstract: "Optimization-based controllers often lack regularity guarantees, such as Lipschitz continuity, when multiple constraints are present. When used to control a dynamical system, these conditions are essential to ensure the existence and uniqueness of the system's trajectory. Here we propose a general method to convert a \acf{QP} into a \acf{SOCP}, which is shown to be Lipschitz continuous. Key features of our approach are that (i)~the regularity of the resulting formulation does not depend on the structural properties of the constraints, such as the linear independence of their gradients; and (ii)~it admits a closed-form solution under some assumptions, which is not available for general \acp{QP} with multiple constraints, enabling faster computation. We support our method with rigorous analysis and examples. "
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bib:
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