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Exploring the Parameter Space of Compact Binary Population Synthesis

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arxiv 1704.03781 v1 pith:SOT43AW7 submitted 2017-04-12 astro-ph.HE

Exploring the Parameter Space of Compact Binary Population Synthesis

classification astro-ph.HE
keywords astrophysicsbinarycompactdescribepopulationallowaspectsassociated
verification ladder T0 review T1 audit T2 compute T3 formal T4 reserved
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As we enter the era of gravitational wave astronomy, we are beginning to collect observations which will enable us to explore aspects of astrophysics of massive stellar binaries which were previously beyond reach. In this paper we describe COMPAS (Compact Object Mergers: Population Astrophysics and Statistics), a new platform to allow us to deepen our understanding of isolated binary evolution and the formation of gravitational-wave sources. We describe the computational challenges associated with their exploration, and present preliminary results on overcoming them using Gaussian process regression as a simulation emulation technique.

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Cited by 1 Pith paper

Reviewed papers in the Pith corpus that reference this work. Sorted by Pith novelty score.

  1. End-to-End Population Inference from Gravitational-Wave Strain using Transformers

    gr-qc 2026-05 unverdicted novelty 7.0

    Dingo-Pop uses a transformer to perform amortized, end-to-end population inference from GW strain data in seconds, bypassing per-event Monte Carlo sampling.