REVIEW 2 minor 1 cited by
Gravitational-wave standard sirens and application in cosmology
T0 review · 0 major / 2 minor · reviewed 2026-06-30 · grok-4.3
Pith's one-line read Gravitational-wave signals from compact binary mergers provide luminosity distances that can be paired with redshifts to measure the Universe's expansion history independently.
desk verdict This is a review paper restating the standard-siren framework with no new results or derivations. read the letter →
The pith
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
The reading
What carries the argument
The standard siren method, which extracts luminosity distance directly from the gravitational-wave waveform and pairs it with redshift information to infer cosmological parameters.
What would settle it
A catalog of dozens of standard-siren events that yields a Hubble-constant value discrepant from both cosmic-microwave-background and local-distance-ladder results at more than 3-sigma significance would indicate that the pairing or distance extraction step is systematically biased.
Extended reading notes
Core claim
Observations of gravitational-wave signals from compact binary mergers enable an independent measurement of the luminosity distance to the source. This implies that gravitational-wave sources can serve as standard sirens to probe the expansion history of the Universe, providing a new approach to constrain cosmological parameters such as the Hubble constant and dark energy properties.
Load-bearing premise
The luminosity distance extracted from the gravitational-wave waveform can be reliably paired with a redshift measurement without large systematic biases from waveform modeling or selection effects.
Editorial extensions
If this is right
- Bright sirens from binary neutron star mergers with electromagnetic counterparts can deliver sub-percent measurements of the Hubble constant once a sufficient number of events are detected.
- Dark sirens from stellar-mass binary black hole mergers can be used statistically even without counterparts, albeit with larger uncertainties that decrease as detector sensitivity improves.
- Lensed gravitational-wave events add an independent magnification-based distance probe that can tighten dark-energy constraints.
- Third-generation ground-based detectors and space-based observatories are projected to reach percent-level precision on the dark-energy equation-of-state parameter.
Reading between the lines
- If the method reaches the forecasted precision, it could provide an independent cross-check on the current tension between early- and late-Universe Hubble-constant measurements.
- Statistical redshift assignment for dark sirens may require careful population modeling to avoid selection biases that mimic changes in cosmological parameters.
- Combining standard-siren data with traditional probes could reduce the impact of any single-method systematic error on dark-energy inferences.
Signed reviews
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The manuscript is a review of gravitational-wave standard sirens, covering the extraction of luminosity distance from compact binary merger waveforms, methods for obtaining redshifts (electromagnetic counterparts or statistical host association), and the cosmological constraining power of bright sirens (BNS with EM counterparts), dark sirens (stellar-mass BBH), and dark lensed sirens. It discusses second- and third-generation ground-based detectors as well as space-based detectors for measuring the Hubble constant and dark energy parameters.
Significance. As a review that consolidates the standard-siren framework already validated by events such as GW170817, the paper provides a useful synthesis of established methods and detector prospects. It does not advance new derivations or falsifiable predictions but offers a consolidated overview of the three siren classes and their application to cosmology.
minor comments (2)
- [Abstract] Abstract: the phrasing 'providing a new approach' could be clarified to emphasize that the method is an established extension of GR waveform analysis rather than a novel theoretical framework.
- The manuscript should include a dedicated section or table comparing the systematic uncertainties (waveform modeling, selection effects, host-galaxy matching) across the three siren types to improve readability.
Simulated Author's Rebuttal
We thank the referee for their positive summary of our review manuscript on gravitational-wave standard sirens and for recommending minor revision. No specific major comments were provided in the report.
Circularity Check
Review paper restates established framework with no derivation chain
full rationale
This is a review article that summarizes the standard-siren method (luminosity distance from GW waveform amplitude paired with redshift) without advancing any new derivation, ansatz, or prediction. The central claim reduces to the GR result already validated externally by GW170817 and subsequent analyses; no equations or steps in the provided text reduce by construction to fitted inputs or self-citations. All referenced methods are drawn from prior independent literature.
Assumptions & free parameters
Cite this review
Pith. "Pith review of Gravitational-wave standard sirens and application in cosmology." pith.science (2026). https://pith.science/paper/JH4MCCVM
@misc{pith2026260508595,
author = {Pith},
title = {Pith review of: Gravitational-wave standard sirens and application in cosmology},
year = {2026},
howpublished = {\url{https://pith.science/paper/JH4MCCVM}},
note = {Machine review of arXiv:2605.08595}
}
read the original abstract
The discovery of the gravitational-wave event GW170817 from a binary neutron star merger, together with its multi-wavelength electromagnetic counterparts, marks the beginning of the era of multi-messenger gravitational-wave astronomy. Observations of gravitational-wave signals from compact binary mergers enable an independent measurement of the luminosity distance to the source. This implies that gravitational-wave sources can serve as "standard sirens" to probe the expansion history of the Universe, providing a new approach to constrain cosmological parameters. In this paper, we review the basic principles of using gravitational-wave standard sirens to constrain cosmology. We discuss various methods for determining the source distance and redshift, as well as the capabilities of second- and third-generation ground-based detectors and space-based detectors in constraining cosmological parameters, especially the Hubble constant and dark energy parameters. By examining three types of standard sirens: binary neutron star mergers with electromagnetic counterparts as bright sirens, stellar-mass binary black hole mergers as dark sirens, and the dark lensed sirens, we illustrate the methodology, challenges, and future prospects of the standard siren approach.
Forward citations
Cited by 1 Pith paper
-
Model-independent H0 from GWTC-4 standard sirens and TDCOSMO 2025 strong lensing time delays
Combining GWTC-4 standard sirens with TDCOSMO2025 lensing data under the distance sum rule yields H0 = 83.78 +12.53/-10.23 km/s/Mpc (13.6% precision) in one configuration, consistent with both Planck and SH0ES.
Reference graph
Works this paper leans on
-
[1]
Abac, A., Abramo, R., Albanesi, S., et al. 2026, JCAP , 2026, 0 81 3, 16
work page 2026
-
[2]
GWTC-4.0: Constraints on the Cosmic Expansion Rate and Modified Gravitational-wave Propagation
Abac, A. G., Abouelfettouh, I., Acernese, F., et al. 2025a, a rXiv e-prints, arXiv:2509.04348 15
-
[4]
Abbott, B. P ., Abbott, R., Abbott, T. D., et al. 2016, Phys. Re v. Lett., 116, 061102 2, 3
work page 2016
-
[5]
Abbott, B. P ., Abbott, R., Abbott, T. D., et al. 2019, Astroph ys. J. Lett., 882, L24 15, 16
work page 2019
-
[6]
Abbott, R., Abbott, T. D., Abraham, S., et al. 2021, Astrophy s. J. Lett., 915, L5 3
work page 2021
-
[7]
Abbott, R., Abe, H., Acernese, F., et al. 2025, Phys. Rev. D, 1 12, 084080 2
work page 2025
-
[8]
Abramovici, A., Althouse, W . E., Drever, R. W . P ., et al. 1992, Science, 256, 325 3
work page 1992
-
[9]
2015, Classi cal and Quantum Gravity, 32, 024001 3
Acernese, F., Agathos, M., Agatsuma, K., et al. 2015, Classi cal and Quantum Gravity, 32, 024001 3
work page 2015
Show all 138 references
-
[10]
2004, Classical a nd Quantum Gravity, 21, S385 3
Acernese, F., Amico, P ., Arnaud, N., et al. 2004, Classical a nd Quantum Gravity, 21, S385 3
2004
-
[11]
M., et al
Agazie, G., Anumarlapudi, A., Archibald, A. M., et al. 2023, Astrophys. J. Lett., 951, L8 5
2023
-
[12]
2023, L iving Reviews in Relativity, 26, 2 4, 21
Amaro-Seoane, P ., Andrews, J., Arca Sedda, M., et al. 2023, L iving Reviews in Relativity, 26, 2 4, 21
2023
-
[13]
2017, arXiv e -prints, arXiv:1702.00786 3, 22 36 W
Amaro-Seoane, P ., Audley, H., Babak, S., et al. 2017, arXiv e -prints, arXiv:1702.00786 3, 22 36 W. Zhao et al
2017 arXiv
-
[14]
G., Iyer, B
Arun, K. G., Iyer, B. R., Sathyaprakash, B. S., Sinha, S., & va n den Broeck, C. 2007, Phys. Rev. D, 76, 104016 21
2007
-
[15]
T., Blumer, H., et al
Arzoumanian, Z., Baker, P . T., Blumer, H., et al. 2020, Astro phys. J. Lett., 905, L34 5
2020
-
[16]
2017, arXiv e-prints, arXiv:1705.04397 2
Asmodelle, E. 2017, arXiv e-prints, arXiv:1705.04397 2
2017 arXiv
-
[17]
2023, Living Reviews in Relativity, 26, 5 4, 5, 22
Auclair, P ., Bacon, D., Baker, T., et al. 2023, Living Reviews in Relativity, 26, 5 4, 5, 22
2023
-
[18]
D., Barbier, L
Barthelmy, S. D., Barbier, L. M., Cummings, J. R., et al. 2005 , Space Sci. Rev., 120, 143 27
2005
-
[19]
2016, Astron
Belczynski, K., Heger, A., Gladysz, W ., et al. 2016, Astron. Astrophys., 594, A97 15
2016
-
[20]
C., Kulkarni, S
Bellm, E. C., Kulkarni, S. R., Barlow, T., et al. 2019, Publ. A stron. Soc. Pac., 131, 068003 25
2019
-
[21]
G., & Sathyapra kash, B
Borhanian, S., Dhani, A., Gupta, A., Arun, K. G., & Sathyapra kash, B. S. 2020, Astrophys. J. Lett., 905, L28 17
2020
-
[22]
A., Keane, E., & Wagg, J
Braun, R., Bourke, T., Green, J. A., Keane, E., & Wagg, J. 2015, in Advancing Astrophysics with the Square Kilometre Array (AASKA14), 174 5, 11
2015
-
[23]
R., Charisi, M., et al
Burke-Spolaor, S., Taylor, S. R., Charisi, M., et al. 2019, A stron. Astrophys. Rev., 27, 5 5
2019
-
[24]
2024, Fundamental Rese arch, 4, 1072 24
Cai, R.-G., Guo, Z.-K., Hu, B., et al. 2024, Fundamental Rese arch, 4, 1072 24
2024
-
[25]
2017, JCAP , 2017, 03123
Cai, R.-G., Tamanini, N., & Y ang, T. 2017, JCAP , 2017, 03123
2017
-
[26]
2017, Phys
Cai, R.-G., & Y ang, T. 2017, Phys. Rev. D, 95, 044024 21
2017
-
[27]
2023, Phys
Califano, M., de Martino, I., V ernieri, D., & Capozziello, S . 2023, Phys. Rev. D, 107, 123519 17
2023
-
[28]
R., Rossi, L
Chattopadhyay, D., Stevenson, S., Hurley, J. R., Rossi, L. J ., & Flynn, C. 2020, Mon. Not. R. Astron. Soc., 494, 1587 15
2020
-
[29]
Chen, H.-Y ., Fishbach, M., & Holz, D. E. 2018, Nature, 562, 54 5 18
2018
-
[30]
2019, Physical Review X, 9, 031028 8
Chen, H.-Y ., Vitale, S., & Narayan, R. 2019, Physical Review X, 9, 031028 8
2019
-
[31]
N., Guo, Y
Chen, S., Caballero, R. N., Guo, Y . J., et al. 2021, Mon. Not. R . Astron. Soc., 508, 4970 5
2021
-
[32]
2001, International Journal of Modern Physics D, 10, 213 20
Chevallier, M., & Polarski, D. 2001, International Journal of Modern Physics D, 10, 213 20
2001
-
[33]
2025, Astrophys
Chu, Q., Lu, Y ., & Y u, S. 2025, Astrophys. J., 980, 181 15
2025
-
[34]
2022, Mon
Chu, Q., Y u, S., & Lu, Y . 2022, Mon. Not. R. Astron. Soc., 509, 1557 15
2022
-
[35]
2024, arXiv e-p rints, arXiv:2402.07571 3
Colpi, M., Danzmann, K., Hewitson, M., et al. 2024, arXiv e-p rints, arXiv:2402.07571 3
2024 arXiv
-
[36]
Cutler, C., & Holz, D. E. 2009, Phys. Rev. D, 80, 104009 11, 24 Del Pozzo, W . 2012, Phys. Rev. D, 86, 043011 12 Del Pozzo, W ., Li, T. G. F., & Messenger, C. 2017, Phys. Rev. D, 95, 043502 13
2009
-
[37]
E., Hall, P
Dewdney, P . E., Hall, P . J., Schilizzi, R. T., & Lazio, T. J. L.W . 2009, IEEE Proceedings, 97, 1482 5, 11 Di V alentino, E., Mena, O., Pan, S., et al. 2021, Classical an d Quantum Gravity, 38, 153001 17
2009
-
[38]
2019, JCAP , 2019, 03 3 12
Ding, X., Biesiada, M., Zheng, X., et al. 2019, JCAP , 2019, 03 3 12
2019
-
[39]
2025, Philosophical Transactions of the Roy al Society of London Series A, 383, 20240022 2 EPTA Collaboration, Antoniadis, J., Babak, S., et al
Efstathiou, G. 2025, Philosophical Transactions of the Roy al Society of London Series A, 383, 20240022 2 EPTA Collaboration, Antoniadis, J., Babak, S., et al. 2023, Astron. Astrophys., 678, A48 5 Gravitational-wave standard sirens and application in cos mology 37
2025
-
[40]
X., Afle, C., et al
Evans, M., Adhikari, R. X., Afle, C., et al. 2021, arXiv e-prin ts, arXiv:2109.09882 3, 16
2021 arXiv
-
[41]
M., & Holz, D
Ezquiaga, J. M., & Holz, D. E. 2022, Phys. Rev. Lett., 129, 061 102 15, 16
2022
-
[42]
Fan, X., Messenger, C., & Heng, I. S. 2014, Astrophys. J., 795 , 43 8
2014
-
[43]
Fan, X., Messenger, C., & Heng, I. S. 2017, Phys. Rev. Lett., 1 19, 181102 8
2017
-
[44]
M., Fishbach, M., Y e, J., & Holz, D
Farr, W . M., Fishbach, M., Y e, J., & Holz, D. E. 2019, Astrophys. J. Lett., 883, L42 15
2019
-
[45]
M., Peiris, H
Feeney, S. M., Peiris, H. V ., Williamson, A. R., et al. 2019, P hys. Rev. Lett., 122, 061105 17
2019
-
[46]
Ferreira, P . G. 2019, Annu. Rev. Astron. Astrophys., 57, 335 2
2019
-
[47]
Fishbach, M., & Holz, D. E. 2017, Astrophys. J. Lett., 851, L2 5 15
2017
-
[48]
S., & Backer, D
Foster, R. S., & Backer, D. C. 1990, Astrophys. J., 361, 300 5
1990
-
[49]
Freedman, W . L. 2017, Nature Astronomy, 1, 0169 17
2017
-
[50]
L., Belczynski, K., Wiktorowicz, G., et al
Fryer, C. L., Belczynski, K., Wiktorowicz, G., et al. 2012, A strophys. J., 749, 91 15
2012
-
[51]
M., Reardon, D
Goncharov, B., Shannon, R. M., Reardon, D. J., et al. 2021, As trophys. J. Lett., 917, L19 5
2021
-
[52]
2021, Nature Astronomy, 5, 881 24 G¨ otz, D., Paul, J., Basa, S., et al
Gong, Y ., Luo, J., & Wang, B. 2021, Nature Astronomy, 5, 881 24 G¨ otz, D., Paul, J., Basa, S., et al. 2009, in Gamma-ray Burst : Sixth Huntsville Symposium, American Institute of Physics Conference Series , vol. 1133, edited by C. Meegan, C. Kouveliotou, & N. Gehrels , 25–30...
2021
-
[53]
J., Ford, K
Graham, M. J., Ford, K. E. S., McKernan, B., et al. 2020, Phys. Rev. Lett., 124, 251102 10
2020
-
[54]
J., Kulkarni, S
Graham, M. J., Kulkarni, S. R., Bellm, E. C., et al. 2019, Publ . Astron. Soc. Pac., 131, 078001 25
2019
-
[55]
2023, JCAP , 2023, 023 15
Gray, R., Beirnaert, F., Karathanasis, C., et al. 2023, JCAP , 2023, 023 15
2023
-
[56]
2025, Nature Astronomy, 9, 1879 2
Gu, G., Wang, X., Wang, Y ., et al. 2025, Nature Astronomy, 9, 1879 2
2025
-
[57]
2017, Astrophy s
Guidorzi, C., Margutti, R., Brout, D., et al. 2017, Astrophy s. J. Lett., 851, L36 8
2017
-
[58]
M., Fritschel, P ., Shaddock, D
Harry, G. M., Fritschel, P ., Shaddock, D. A., Folkner, W ., & P hinney, E. S. 2006, Classical and Quantum Gravity, 23, 4887 4, 24
2006
-
[59]
2026, Astrophys
He, L., Liu, Z.-Y ., Niu, R., et al. 2026, Astrophys. J. Suppl. , 282, 13 10
2026
-
[60]
2025b, arXiv e-prints, arXiv:2511.05144 10
He, L., Zhu, L.-G., Liu, Z.-Y ., et al. 2025b, arXiv e-prints, arXiv:2511.05144 10
-
[61]
Heger, A., & Woosley, S. E. 2002, Astrophys. J., 567, 532 15
2002
-
[62]
D., Lang, R
Hinderer, T., Lackey, B. D., Lang, R. N., & Read, J. S. 2010, Ph ys. Rev. D, 81, 123016 13
2010
-
[63]
E., & Hughes, S
Holz, D. E., & Hughes, S. A. 2005, Astrophys. J., 629, 15 5
2005
-
[64]
2017, National Science Review, 4, 6854, 23 Ivezi´ c,ˇZ., Kahn, S
Hu, W .-R., & Wu, Y .-L. 2017, National Science Review, 4, 6854, 23 Ivezi´ c,ˇZ., Kahn, S. M., Tyson, J. A., et al. 2019, Astrophys. J., 873, 111 11, 25, 27
2017
-
[65]
2026, Science China Physics, Mechanics, and Astronomy, 69, 220401 2
Jin, S.-J., Song, J.-Y ., Sun, T.-Y ., et al. 2026, Science China Physics, Mechanics, and Astronomy, 69, 220401 2
2026
-
[66]
2024, Science China Physics, Mechanics, and Astronomy, 67, 220412 24 Kagra Collaboration, Akutsu, T., Ando, M., et al
Jin, S.-J., Zhang, Y .-Z., Song, J.-Y ., Zhang, J.-F., & Zhang , X. 2024, Science China Physics, Mechanics, and Astronomy, 67, 220412 24 Kagra Collaboration, Akutsu, T., Ando, M., et al. 2019, Natu re Astronomy, 3, 35 3
2024
-
[67]
2017, Nature, 551, 80 10
Kasen, D., Metzger, B., Barnes, J., Quataert, E., & Ramirez- Ruiz, E. 2017, Nature, 551, 80 10
2017
-
[68]
2006, Classical and Quantum Gravity, 23, S125 4, 24 38 W
Kawamura, S., Nakamura, T., Ando, M., et al. 2006, Classical and Quantum Gravity, 23, S125 4, 24 38 W. Zhao et al
2006
-
[69]
Kiziltan, B., Kottas, A., De Y oreo, M., & Thorsett, S. E. 2013 , Astrophys. J., 778, 66 14
2013
-
[70]
2016, Phys
Klein, A., Barausse, E., Sesana, A., et al. 2016, Phys. Rev. D , 93, 024003 6, 12, 21
2016
-
[71]
2021, Mon
Laghi, D., Tamanini, N., Del Pozzo, W ., et al. 2021, Mon. Not. R. Astron. Soc., 508, 4512 5
2021
-
[72]
2022, Phys
Leandro, H., Marra, V ., & Sturani, R. 2022, Phys. Rev. D, 105, 023523 16
2022
-
[73]
2025, Reports on Progress in Physics, 88, 056901 4, 23
Li, E.-K., Liu, S., Torres-Orjuela, A., et al. 2025, Reports on Progress in Physics, 88, 056901 4, 23
2025
-
[74]
Q., Wen, X
Li, X. Q., Wen, X. Y ., An, Z. H., et al. 2022, Radiation Detecti on Technology and Methods, 6, 12 27
2022
-
[75]
2024, Astrophys
Li, Y .-J., Tang, S.-P ., Wang, Y .-Z., & Fan, Y .-Z. 2024, Astrophys. J., 976, 153 15
2024
-
[76]
201 7, Nature Communications, 8, 1148 8, 9 LIGO Scientific Collaboration, Aasi, J., Abbott, B
Liao, K., Fan, X.-L., Ding, X., Biesiada, M., & Zhu, Z.-H. 201 7, Nature Communications, 8, 1148 8, 9 LIGO Scientific Collaboration, Aasi, J., Abbott, B. P ., et al . 2015, Classical and Quantum Gravity, 32, 074001 3
2015
-
[77]
Linder, E. V . 2003, Phys. Rev. Lett., 90, 091301 20
2003
-
[78]
2026, Astrophys
Liu, Z., Xu, Z., Jiang, J.-a., et al. 2026, Astrophys. J. Lett ., 1000, L20 10, 25
2026
-
[79]
2023, Astrophys
Liu, Z.-Y ., Lin, Z.-Y ., Y u, J.-M., et al. 2023, Astrophys. J., 947, 59 10
2023
-
[80]
2025, JCAP , 2025, 0 62 2
Louis, T., La Posta, A., Atkins, Z., et al. 2025, JCAP , 2025, 0 62 2
2025
-
[81]
2026, Living Reviews in Relat ivity, 29, 1 4, 23
Luo, J., An, H., Bian, L., et al. 2026, Living Reviews in Relat ivity, 29, 1 4, 23
2026
-
[82]
2025, Classical and Quantum G ravity, 42, 173001 4, 23
Luo, J., Bai, S., Bai, Y ., et al. 2025, Classical and Quantum G ravity, 42, 173001 4, 23
2025
-
[83]
2016, Classical and Quantum Gravity, 33, 035010 4, 23
Luo, J., Chen, L.-S., Duan, H.-Z., et al. 2016, Classical and Quantum Gravity, 33, 035010 4, 23
2016
-
[84]
2022, Chinese Journal of Space Sci ence, 42, 536 4, 23
Luo, Z., Zhang, M., & Wu, Y . 2022, Chinese Journal of Space Sci ence, 42, 536 4, 23
2022
-
[85]
L., & Hogan, C
MacLeod, C. L., & Hogan, C. J. 2008, Phys. Rev. D, 77, 043512 5, 12
2008
-
[86]
P ., Keane, E., Grainge, K., et al
Macquart, J. P ., Keane, E., Grainge, K., et al. 2015, in Advan cing Astrophysics with the Square Kilometre Array (AASKA14), 55 5, 11 Maga˜ na Hernandez, I., & Palmese, A. 2025, arXiv e-prints, arXiv:2509.03607 15
2015
-
[87]
2020, JC AP , 2020, 050 3
Maggiore, M., V an Den Broeck, C., Bartolo, N., et al. 2020, JC AP , 2020, 050 3
2020
-
[88]
2025, Astrophys
Mali, U., & Essick, R. 2025, Astrophys. J., 980, 85 15
2025
-
[89]
2021, Annu
Margutti, R., & Chornock, R. 2021, Annu. Rev. Astron. Astrop hys., 59, 155 25
2021
-
[90]
2023, Phys
Mastrogiovanni, S., Laghi, D., Gray, R., et al. 2023, Phys. R ev. D, 108, 042002 15
2023
-
[91]
N., et al
Meegan, C., Lichti, G., Bhat, P . N., et al. 2009, Astrophys. J ., 702, 791 27
2009
-
[92]
2012, Phys
Messenger, C., & Read, J. 2012, Phys. Rev. Lett., 108, 091101 13
2012
-
[93]
Messenger, C., Takami, K., Gossan, S., Rezzolla, L., & Sathy aprakash, B. S. 2014, Phys. Rev. X, 4, 041004 14
2014
-
[94]
Metzger, B. D. 2020, Living Reviews in Relativity, 23, 1 25
2020
-
[95]
D., & Berger, E
Metzger, B. D., & Berger, E. 2012, Astrophys. J., 746, 48 25
2012
-
[96]
T., Shannon, R
Miles, M. T., Shannon, R. M., Reardon, D. J., et al. 2025, Mon. Not. R. Astron. Soc., 536, 1489 5
2025
-
[97]
P ., Deller, A
Mooley, K. P ., Deller, A. T., Gottlieb, O., et al. 2018, Natur e, 561, 355 26
2018
-
[98]
2022, Mon
Mukherjee, S. 2022, Mon. Not. R. Astron. Soc., 515, 5495 16
2022
-
[99]
2007, Phys
Nakar, E. 2007, Phys. Rept., 442, 166 9, 11
2007
-
[100]
2012, Phys
Nishizawa, A., Y agi, K., Taruya, A., & Tanaka, T. 2012, Phys. Rev. D, 85, 044047 16, 24
2012
-
[101]
2023, Contemporary Physics, 64, 47 11 Gravitational-wave standard sirens and application in cos mology 39
Padovani, P ., & Cirasuolo, M. 2023, Contemporary Physics, 64, 47 11 Gravitational-wave standard sirens and application in cos mology 39
2023
-
[102]
Palmese, A., deVicente, J., Pereira, M. E. S., et al. 2020, As trophys. J. Lett., 900, L33 5, 12
2020
-
[103]
Perera, B. B. P ., DeCesar, M. E., Demorest, P . B., et al. 2019, Mon. Not. R. Astron. Soc., 490, 4666 5
2019
-
[104]
2022, New Astron
Perivolaropoulos, L., & Skara, F. 2022, New Astron. Rev., 95 , 101659 17
2022
-
[105]
2011, Astrophys
Petiteau, A., Babak, S., & Sesana, A. 2011, Astrophys. J., 73 2, 82 5, 12 Planck Collaboration, Aghanim, N., Akrami, Y ., et al. 2020a, Astron. Astrophys., 641, A6 2 Planck Collaboration, Aghanim, N., Akrami, Y ., et al. 2020b, Astron. Astrophys., 641, A6 2, 17
2011
-
[106]
2010, Class
Punturo, M., Abernathy, M., Acernese, F., et al. 2010, Class . Quant. Grav., 27, 194002 3
2010
-
[107]
J., Zic, A., Shannon, R
Reardon, D. J., Zic, A., Shannon, R. M., et al. 2023, Astrophy s. J. Lett., 951, L6 5
2023
-
[108]
G., Y uan, W ., Macri, L
Riess, A. G., Y uan, W ., Macri, L. M., et al. 2022, Astrophys. J. Lett., 934, L7 2, 17
2022
-
[109]
S., Schutz, B
Sathyaprakash, B. S., Schutz, B. F., & V an Den Broeck, C. 2010 , Class. Quant. Grav., 27, 215006 20
2010
-
[110]
Schutz, B. F. 1986, Nature, 323, 310 2, 6
1986
-
[111]
2001, Phys
Seto, N., Kawamura, S., & Nakamura, T. 2001, Phys. Rev. Lett. , 87, 221103 16, 24
2001
-
[112]
J., Chen, T.-W ., Jerkstrand, A., et al
Smartt, S. J., Chen, T.-W ., Jerkstrand, A., et al. 2017, Natu re, 551, 75 10
2017
-
[113]
2019, As trophys
Soares-Santos, M., Palmese, A., Hartley, W ., et al. 2019, As trophys. J. Lett., 876, L7 5, 12
2019
-
[114]
2025, Astro phys
Song, J.-Y ., Qi, J.-Z., Zhang, J.-F., & Zhang, X. 2025, Astro phys. J. Lett., 985, L44 12
2025
-
[115]
2024, Science China Physics, Mechanics, and Astronomy, 67, 230411 12
Song, J.-Y ., Wang, L.-F., Li, Y ., et al. 2024, Science China Physics, Mechanics, and Astronomy, 67, 230411 12
2024
-
[116]
2017, Mon
Spera, M., & Mapelli, M. 2017, Mon. Not. R. Astron. Soc., 470, 4739 16
2017
-
[117]
Takahashi, R., & TAMA Collaboration 2004, Classical and Qua ntum Gravity, 21, S403 3
2004
-
[118]
2016, JCAP , 2 016, 002 5, 12, 21
Tamanini, N., Caprini, C., Barausse, E., et al. 2016, JCAP , 2 016, 002 5, 12, 21
2016
-
[119]
M., Kramer, M., Freire, P
Tauris, T. M., Kramer, M., Freire, P . C. C., et al. 2017, Astro phys. J., 846, 170 15
2017
-
[120]
R., & Gair, J
Taylor, S. R., & Gair, J. R. 2012, Phys. Rev. D, 86, 023502 14
2012
-
[121]
R., Gair, J
Taylor, S. R., Gair, J. R., & Mandel, I. 2012, Phys. Rev. D, 85, 023535 14 The LIGO Scientific Collaboration, the Virgo Collaboration , the KAGRA Collaboration, et al. 2025a, arXiv e-prints, arXiv:2508.18083 6 The LIGO Scientific Collaboration, the Virgo Collaboration , the KAGR...
2012 arXiv
-
[122]
2024 , Science China Physics, Mechanics, and Astronomy, 67, 259511 24
Torres-Orjuela, A., Huang, S.-J., Liang, Z.-C., et al. 2024 , Science China Physics, Mechanics, and Astronomy, 67, 259511 24
2024
-
[123]
2017, Nature, 551, 71 9
Troja, E., Piro, L., van Eerten, H., et al. 2017, Nature, 551, 71 9
2017
-
[124]
Unnikrishnan, C. S. 2013, International Journal of Modern P hysics D, 22, 1341010 3 van den Broeck, C., Trias, M., Sathyaprakash, B. S., & Sintes , A. M. 2010, Phys. Rev. D, 81, 124031 21 V erde, L., Treu, T., & Riess, A. G. 2019, Nature Astronomy, 3, 891 2
2013
-
[125]
2018, Phys
Vitale, S., & Chen, H.-Y . 2018, Phys. Rev. Lett., 121, 021303 5
2018
-
[126]
2020, Astrophys
Wang, B., Zhu, Z., Li, A., & Zhao, W . 2020, Astrophys. J. Suppl ., 250, 6 14
2020
-
[127]
2021, Phys
Wang, G., Ni, W .-T., Han, W .-B., Xu, P ., & Luo, Z. 2021, Phys. Rev. D, 104, 024012 24 40 W. Zhao et al
2021
-
[128]
2019, Phys
Wang, H.-T., Jiang, Z., Sesana, A., et al. 2019, Phys. Rev. D, 100, 043003 23
2019
-
[129]
2022, National Science Review, 9, nwab054 23, 24
Wang, R., Ruan, W .-H., Y ang, Q., et al. 2022, National Science Review, 9, nwab054 23, 24
2022
-
[130]
2023, Science China Physics , Mechanics, and Astronomy, 66, 109512 10, 11, 25, 28
Wang, T., Liu, G., Cai, Z., et al. 2023, Science China Physics , Mechanics, and Astronomy, 66, 109512 10, 11, 25, 28
2023
-
[131]
Will, C. M. 2001, Living Reviews in Relativity, 4, 4 2
2001
-
[132]
2002, Classical and Quantum Gravity, 19, 1377 3
Willke, B., Aufmuth, P ., Aulbert, C., et al. 2002, Classical and Quantum Gravity, 19, 1377 3
2002
-
[133]
Woosley, S. E. 2017, Astrophys. J., 836, 244 15
2017
-
[134]
2023, Research in Astronomy a nd Astrophysics, 23, 075024 5 Y an, C., Zhao, W ., & Lu, Y
Xu, H., Chen, S., Guo, Y ., et al. 2023, Research in Astronomy a nd Astrophysics, 23, 075024 5 Y an, C., Zhao, W ., & Lu, Y . 2020, Astrophys. J., 889, 795 Y u, J., Liu, Z., Y ang, X., et al. 2024, Astrophys. J. Suppl., 270, 24 10 Y u, J., Song, H., Ai, S., et al. 2021, Astrop...
2023
-
[135]
Zhao, W ., van den Broeck, C., Baskaran, D., & Li, T. G. F. 2011, Phys. Rev. D, 83, 023005 7, 16, 21
2011
-
[136]
2018, Phys
Zhao, W ., & Wen, L. 2018, Phys. Rev. D, 97, 064031 7, 11, 16, 19, 21, 22
2018
-
[137]
J., et al
Zhao, W ., Zhang, X., Liu, X. J., et al. 2017, Progress in Astro nomy, 35, 316 5
2017
-
[138]
2020, Science Bulletin, 65, 1340 23
Zhao, Z.-W ., Wang, L.-F., Zhang, J.-F., & Zhang, X. 2020, Science Bulletin, 65, 1340 23
2020
-
[139]
2022, Physical Review Research, 4, 013247 23, 24
Zhu, L.-G., Hu, Y .-M., Wang, H.-T., et al. 2022, Physical Review Research, 4, 013247 23, 24
2022
Reviewed June 30, 2026 · model on record in the stance chip above.
Discussion (0). Continue with ORCID to comment.