Skydiving to bootstrap islands

A bstract We study families of semidefinite programs (SDPs) that depend nonlinearly on a small number of “external” parameters. Such families appear universally in numerical bootstrap computations. The traditional method for finding an optimal point in parameter space works by first solving an SDP with fixed external parameters, then moving to a new point in parameter space and repeating the process. Instead, we unify solving the SDP and moving in parameter space in a single algorithm that we call “skydiving”. We test skydiving on some representative problems in the conformal bootstrap, finding significant speedups compared to traditional methods.

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Publication Details

Journal
Journal of High Energy Physics
Published
2025-11-04
DOI
https://doi.org/10.1007/jhep11(2025)003
Citations
2
Primary Topic
Advanced Optimization Algorithms Research
Type
article
Field-Weighted Citation Impact
5.26

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article

Skydiving to bootstrap islands

Aike Liu, Ning Su, David Simmons–Duffin, Balt C. van Rees
2 citations
Journal of High Energy Physics
Advanced Optimization Algorithms Research
5.26
article

Skydiving to bootstrap islands

Aike Liu, Ning Su, David Simmons–Duffin, Balt C. van Rees
article en
2 citations

Abstract

A bstract We study families of semidefinite programs (SDPs) that depend nonlinearly on a small number of “external” parameters. Such families appear universally in numerical bootstrap computations. The traditional method for finding an optimal point in parameter space works by first solving an SDP with fixed external parameters, then moving to a new point in parameter space and repeating the process. Instead, we unify solving the SDP and moving in parameter space in a single algorithm that we call “skydiving”. We test skydiving on some representative problems in the conformal bootstrap, finding significant speedups compared to traditional methods.

Journal of High Energy PhysicsVol. 2025(11)
University of Pisa (IT), California Institute of Technology (US), Centre National de la Recherche Scientifique (FR), École Polytechnique (FR)
U.S. Department of Energy, California Institute of Technology, Resnick Sustainability Institute for Science, Energy and Sustainability, California Institute of Technology, Innovation, Science and Economic Development Canada, Government of Canada, European Commission, Institut Périmètre de physique théorique, Ministry of Colleges and Universities
Openalex Percentile: Top 4%
Advanced Optimization Algorithms Research
5.26
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Skydiving to bootstrap islands — Aike Liu, Ning Su, et al. · Journal of High Energy Physics (2025) | TGRS Research Map | TGRS