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Recent LIGO-Virgo-KAGRA (LVK) analyses have revealed complex structure in the binary black hole (BBH) population, including distinct features in the primary mass spectrum and nontrivial spin-mass correlations. However, the phenomenological…

Cosmology and Nongalactic Astrophysics · Physics 2026-04-24 Chayan Chatterjee

We present the population properties of merging compact binaries inferred using 267 mergers from the cumulative Gravitational-Wave Transient Catalog 5.0. As this data set contains no new sources with a neutron star, we primarily focus on…

High Energy Astrophysical Phenomena · Physics 2026-05-27 The LIGO Scientific Collaboration , the Virgo Collaboration , the KAGRA Collaboration

The fourth gravitational wave transient catalog~(GWTC-4) has enabled empirical probes of the theorized pair-instability gap in the higher end of the binary black hole~(BBH) mass-spectrum. In this letter, using flexibly parametrized models,…

High Energy Astrophysical Phenomena · Physics 2026-04-02 Anarya Ray , Vicky Kalogera

There is increasing evidence for multiple binary black hole~(BBH) subpopulations in the cumulative gravitational wave catalog by the LIGO-Virgo-KAGRA Collaboration. The astrophysical interpretation of this complex underlying population is…

High Energy Astrophysical Phenomena · Physics 2026-03-19 Anarya Ray , Shirsha Mukherjee , Michael Zevin , Vicky Kalogera

The observation of gravitational waves from multiple compact binary coalescences by the LIGO-Virgo-KAGRA detector networks has enabled us to infer the underlying distribution of compact binaries across a wide range of masses, spins, and…

General Relativity and Quantum Cosmology · Physics 2023-11-01 Anarya Ray , Ignacio Magaña Hernandez , Siddharth Mohite , Jolien Creighton , Shasvath Kapadia

Gravitational-wave detectors are unveiling a population of binary black hole (BBH) mergers out to redshifts $z \approx 1$, and are starting to constrain how the BBH population evolves with redshift. We present predictions for the redshift…

High Energy Astrophysical Phenomena · Physics 2024-06-05 Claire S. Ye , Maya Fishbach

Over the course of the third observing run of LIGO-Virgo-KAGRA Collaboration, several gravitational-wave (GW) neutron star--black hole (NSBH) candidates have been announced. By assuming these candidates are real signals and of astrophysical…

High Energy Astrophysical Phenomena · Physics 2022-04-07 Jin-Ping Zhu , Shichao Wu , Ying Qin , Bing Zhang , He Gao , Zhoujian Cao

We analyze the population statistics of black holes in the LIGO/Virgo/KAGRA GWTC-3 catalog using a parametric mass function derived from simulations of massive stars experiencing pulsational pair-instability supernovae (PPISN). Our…

High Energy Astrophysical Phenomena · Physics 2024-06-11 Yannick Ulrich , Djuna Croon , Jeremy Sakstein , Samuel McDermott

The relation between the mass and spin of stellar-mass binary black holes (BBHs) has been proposed to be a smoking gun for the presence of multiple formation channels for compact objects. First-generation black holes (BHs) formed by…

General Relativity and Quantum Cosmology · Physics 2024-12-04 Grégoire Pierra , Simone Mastrogiovanni , Stéphane Perriès

The spin properties of merging black holes observed with gravitational waves can offer novel information about the origin of these systems. The magnitude and orientations of black hole spins offer a record of binaries' evolutionary history,…

High Energy Astrophysical Phenomena · Physics 2022-10-04 Thomas A. Callister , Simona J. Miller , Katerina Chatziioannou , Will M. Farr

Gravitational-wave observations are playing an instrumental role in understanding the population of binary compact objects in the Universe. These observations have begun to hint at the mass distribution of binary black holes (BBHs), with…

High Energy Astrophysical Phenomena · Physics 2026-05-19 Upasana Das , Suvodip Mukherjee

With the recent release of the second gravitational-wave transient catalogue (GWTC-2), which introduced dozens of new detections, we are at a turning point of gravitational wave astronomy, as we are now able to directly infer constraints on…

The observation of gravitational-wave signals from merging black-hole binaries enables direct measurement of the properties of the black holes. An individual observation allows measurement of the black-hole masses, but only limited…

General Relativity and Quantum Cosmology · Physics 2018-12-12 Vaibhav Tiwari , Stephen Fairhurst , Mark Hannam

We use our cluster population model, cBHBd, to explore the mass distribution of merging black hole binaries formed dynamically in globular clusters. We include in our models the effect of mass growth through hierarchical mergers and compare…

High Energy Astrophysical Phenomena · Physics 2023-04-12 Fabio Antonini , Mark Gieles , Fani Dosopoulou , Debatri Chattopadhyay

The population of binary black hole (BBH) mergers observed by the LIGO-Virgo-KAGRA (LVK) collaboration offers a window into the cosmic evolution of compact binaries and their formation. We employ the semi-analytic population-synthesis code…

The mass, spin, and merger rate distribution of the binary black holes (BBHs) across cosmic redshifts provide a unique way to shed light on their formation channel. Along with the redshift dependence of the BBH merger rate, the mass…

Cosmology and Nongalactic Astrophysics · Physics 2023-07-14 Christos Karathanasis , Suvodip Mukherjee , Simone Mastrogiovanni

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

Gravitational waves provide a powerful probe of both the astrophysical processes driving black hole mergers and the dynamics of the Universe, but these measurements rely on accurately inferring the unknown underlying population. We perform…

General Relativity and Quantum Cosmology · Physics 2026-04-17 Vasco Gennari , Tom Bertheas , Nicola Tamanini

Binary black hole (BBH) systems detected via gravitational-wave (GW) emission are a recently opened astrophysical frontier with many unknowns and uncertainties. Accurate reconstruction of the binary distribution with as few assumptions as…

High Energy Astrophysical Phenomena · Physics 2024-11-22 Jam Sadiq , Thomas Dent , Mark Gieles

The evolution of the supermassive Black Hole (BH) population across cosmic times remains a central unresolved issue in modern astrophysics, due to the many noticeable uncertainties in the involved physical processes that span a huge range…

Cosmology and Nongalactic Astrophysics · Physics 2025-12-05 Andrea Lapi , Francesco Shankar , Michele Bosi , Daniel Roberts , Hao Fu , Karthik M. Varadarajan , Lumen Boco