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Peer-reviewedCC BY 4.0The Astrophysical Journal

Secondary-mass Features Improve Spectral-siren H ₀ Constraints

  1. 1Key Laboratory of Dark Matter and Space Astronomy
  2. 2Zhejiang University of Technology
  3. 3University of Science and Technology of China

Abstract

Gravitational-wave (GW) signals from compact binary coalescences (CBCs) enable independent measurements of the Hubble constant H ₀ via the spectral siren method, which critically depends on an accurate model of the source-frame mass distribution. While the primary-mass function has been extensively studied, the impact of the secondary-mass distribution on cosmological inference has been largely overlooked. Here, we perform a joint inference of population and cosmological parameters using 142 confident CBC detections from GWTC-4.0, adopting a new parametric model that flexibly describes features in both the component-mass spectrum and the pairing function, with particular emphasis on the secondary masses. We find H 0 = 71 . 4 − 13.4 + 13.8 km s − 1 Mpc − 1 (68% CL) from spectral sirens alone, and H 0 = 73 . 5 − 7.2 + 9.2 km s − 1 Mpc − 1 when combined with the bright siren GW170817. Compared to the standard LIGO–Virgo–KAGRA Collaboration Fullpop-4.0 analysis, these constraints represent improvements of ∼29.8% and ∼22.2% in H ₀ uncertainty, respectively. The enhanced precision is driven by previously unmodeled features, including peaks near 18 M ⊙ and 65 M ⊙ as well as mass-dependent pairing transitions at 28 M ⊙ and 52 M ⊙ . Our results demonstrate that the secondary-mass function is also a key ingredient for precision standard-siren cosmology.

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BibTeX
@article{li2026secondarymass,
  title = {{Secondary-mass Features Improve Spectral-siren H ₀ Constraints}},
  author = {Yin-Jie Li and Yi-Ying Wang and Yuan-Zhu Wang and Shao-Peng Tang and Yi-Zhong Fan},
  journal = {The Astrophysical Journal},
  year = {2026},
  month = oct,
  doi = {10.3847/1538-4357/aea3fc},
  url = {https://iopscience.iop.org/article/10.3847/1538-4357/aea3fc},
  note = {CC BY 4.0},
}
RIS
TY  - JOUR
TI  - Secondary-mass Features Improve Spectral-siren H ₀ Constraints
AU  - Yin-Jie Li
AU  - Yi-Ying Wang
AU  - Yuan-Zhu Wang
AU  - Shao-Peng Tang
AU  - Yi-Zhong Fan
PY  - 2026
DA  - 2026/10/09
JO  - The Astrophysical Journal
DO  - 10.3847/1538-4357/aea3fc
UR  - https://iopscience.iop.org/article/10.3847/1538-4357/aea3fc
AB  - Gravitational-wave (GW) signals from compact binary coalescences (CBCs) enable independent measurements of the Hubble constant H ₀ via the spectral siren method, which critically depends on an accurate model of the source-frame mass distribution. While the primary-mass function has been extensively studied, the impact of the secondary-mass distribution on cosmological inference has been largely overlooked. Here, we perform a joint inference of population and cosmological parameters using 142 confident CBC detections from GWTC-4.0, adopting a new parametric model that flexibly describes features in both the component-mass spectrum and the pairing function, with particular emphasis on the secondary masses. We find H 0 = 71 . 4 − 13.4 + 13.8 km s − 1 Mpc − 1 (68% CL) from spectral sirens alone, and H 0 = 73 . 5 − 7.2 + 9.2 km s − 1 Mpc − 1 when combined with the bright siren GW170817. Compared to the standard LIGO–Virgo–KAGRA Collaboration Fullpop-4.0 analysis, these constraints represent improvements of ∼29.8% and ∼22.2% in H ₀ uncertainty, respectively. The enhanced precision is driven by previously unmodeled features, including peaks near 18 M ⊙ and 65 M ⊙ as well as mass-dependent pairing transitions at 28 M ⊙ and 52 M ⊙ . Our results demonstrate that the secondary-mass function is also a key ingredient for precision standard-siren cosmology.
SN  - 0004-637X
SN  - 1538-4357
ER  -