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Understanding the astrophysical origins of binary black holes requires accurate and flexible modeling of multi-dimensional population properties. In this paper, using a data-driven framework based on binned Gaussian processes, we…

High Energy Astrophysical Phenomena · Physics 2025-12-01 Omkar Sridhar , Anarya Ray , Vicky Kalogera

Inferring the intrinsic population of compact binary mergers is complicated by detector selection biases and measurement uncertainties. Traditional parametric methods are limited by the need to presuppose functional forms, introducing…

Instrumentation and Methods for Astrophysics · Physics 2026-02-03 Yi-kun Li , Cheng Cheng , Lang Cui , Yun Fang

Largely motivated by the development of highly sensitive gravitational-wave detectors, our understanding of merging compact binaries and the gravitational waves they generate has improved dramatically in recent years. Breakthroughs in…

Cosmology and Nongalactic Astrophysics · Physics 2010-01-15 Scott A. Hughes

The spin-orbit tilt angles $\theta_{1(2)}$ of merging stellar-mass black holes provide key insights into their astrophysical origin. Non-parametric population modelling of The LIGO, Virgo, and KAGRA Collaborations (2025a, arXiv:2508.18083)…

High Energy Astrophysical Phenomena · Physics 2026-04-01 Jakob Stegmann , Fabio Antonini , Aleksandra Olejak , Sylvia Biscoveanu , Vivien Raymond , Stefano Rinaldi , Elizabeth Flanagan

Spin and mass properties provide essential clues in distinguishing the origins of coalescing black holes (BHs). With a dedicated semiparametric population model for the coalescing binary black holes (BBHs), we identify two distinct…

High Energy Astrophysical Phenomena · Physics 2024-08-02 Yin-Jie Li , Yuan-Zhu Wang , Shao-Peng Tang , Yi-Zhong Fan

We perform a detailed study of the cosmological bias of gravitational gave (GW) events produced by binary black hole mergers (BBHM). We start from a BBHM distribution modeled inside the EAGLE hydrodyamical simulation using the population…

Cosmology and Nongalactic Astrophysics · Physics 2023-05-30 Matteo Peron , Sarah Libanore , Andrea Ravenni , Michele Liguori , Maria Celeste Artale

Gravitational-wave observations have revealed an excess of binary black hole mergers with primary masses near $\sim 35\,M_\odot$. We show that if this feature originates from dynamical formation in dense stellar systems, and if the…

High Energy Astrophysical Phenomena · Physics 2026-05-01 Yonadav Barry Ginat , Fabio Antonini , Elizabeth Flanagan , Mark Gieles

Black hole (BH) binary mergers formed through dynamical interactions in dense star clusters are believed to be one of the main sources of gravitational waves for Advanced LIGO and Virgo. Here we present a fast numerical method for…

High Energy Astrophysical Phenomena · Physics 2020-04-02 Fabio Antonini , Mark Gieles

A large number of mergers of binary black holes (BHs) have been discovered by gravitational wave observations since the first detection of gravitational waves 2015. Binary BH mergers are the loudest events in the universe, however their…

High Energy Astrophysical Phenomena · Physics 2024-03-18 Ataru Tanikawa

We investigate formation channels for merging binary black holes (BBHs) in GWTC-3, with a dedicated semiparametric population model. The model first describes or excludes a high-spin (with magnitudes of $\sim0.7$) and high-mass (ranging in…

High Energy Astrophysical Phenomena · Physics 2024-11-08 Yin-Jie Li , Shao-Peng Tang , Shi-Jie Gao , Dao-Cheng Wu , Yuan-Zhu Wang

With the growing number of detections of binary black hole mergers, we are beginning to probe structure in the distribution of masses. A recent study by Schneider et al. proposes that isolated binary evolution of stripped stars naturally…

High Energy Astrophysical Phenomena · Physics 2025-02-12 Shanika Galaudage , Astrid Lamberts

Since the first direct detection of gravitational waves by the LIGO--Virgo collaboration in 2015, the size of the gravitational-wave transient catalog has grown to nearly 100 events, with more than as many observed during the ongoing fourth…

Instrumentation and Methods for Astrophysics · Physics 2024-09-24 Colm Talbot , Amanda Farah , Shanika Galaudage , Jacob Golomb , Hui Tong

New observational facilities are probing astrophysical transients such as stellar explosions and gravitational wave (GW) sources at ever increasing redshifts, while also revealing new features in source property distributions. To interpret…

Astrophysics of Galaxies · Physics 2023-05-24 L. A. C. van Son , S. E. de Mink , M. Chruslinska , C. Conroy , R. Pakmor , L. Hernquist

We study the impact of mass-transfer physics on the observable properties of binary black hole populations formed through isolated binary evolution. We investigate the impact of mass-accretion efficiency onto compact objects and…

The detection of gravitational waves from the merger of binary black holes by the LIGO Collaboration has opened a new window to astrophysics. With the sensitivities of ground based detectors in the coming years we can only detect the local…

High Energy Astrophysical Phenomena · Physics 2017-06-28 Ilias Cholis

Third-generation gravitational-wave detectors will observe up to millions of merging binary black holes. With such a vast dataset, stacking events into population analyses will arguably be more important than analyzing single sources. We…

High Energy Astrophysical Phenomena · Physics 2025-03-14 Viola De Renzis , Francesco Iacovelli , Davide Gerosa , Michele Mancarella , Costantino Pacilio

Current population models of binary black hole distributions are difficult to interpret because standard population inferences hinge on modeling choices, which can mask or mimic real structure. The maximum population likelihood…

High Energy Astrophysical Phenomena · Physics 2025-09-15 Nir Guttman , Ethan Payne , Paul D. Lasky , Eric Thrane

Hierarchical mergers of black holes are proposed as a mechanism to explain the observations of binary black holes with component masses between $\sim 50M_{\odot}\hbox{--}130M_{\odot}$ by LIGO/Virgo, often referred to as "upper mass gap". We…

High Energy Astrophysical Phenomena · Physics 2025-01-23 Parthapratim Mahapatra , Debatri Chattopadhyay , Anuradha Gupta , Marc Favata , B. S. Sathyaprakash , K. G. Arun

We perform a statistical inference of the astrophysical population of binary black hole (BBH) mergers observed during the first two observing runs of Advanced LIGO and Advanced Virgo, including events reported in the GWTC-1 and IAS…

High Energy Astrophysical Phenomena · Physics 2020-12-22 Javier Roulet , Tejaswi Venumadhav , Barak Zackay , Liang Dai , Matias Zaldarriaga

The recent Advanced LIGO detection of gravitational waves from the binary black hole GW150914 suggests there exists a large population of merging binary black holes in the Universe. Although most are too distant to be individually resolved…

General Relativity and Quantum Cosmology · Physics 2016-08-17 Thomas Callister , Letizia Sammut , Shi Qiu , Ilya Mandel , Eric Thrane
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