pith. machine review for the scientific record. sign in

arxiv: 2605.05563 · v2 · submitted 2026-05-07 · 🌌 astro-ph.HE · astro-ph.CO· astro-ph.GA· astro-ph.SR

Recognition: no theorem link

How do the LIGO-Virgo-KAGRA's Heavy Black Holes Form? No evidence for core-collapse Intermediate-mass black holes in GWTC-4

Authors on Pith no claims yet

Pith reviewed 2026-05-12 05:12 UTC · model grok-4.3

classification 🌌 astro-ph.HE astro-ph.COastro-ph.GAastro-ph.SR
keywords intermediate-mass black holesgravitational wavespair-instability mass gaphierarchical mergersblack hole formationLIGO-Virgo-KAGRAGWTC-4stellar evolution
0
0 comments X

The pith

Analysis of the latest LIGO-Virgo-KAGRA catalog finds no evidence for intermediate-mass black holes formed by core collapse, instead attributing heavy black holes to hierarchical mergers.

A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.

The paper examines the population of binary black holes in the GWTC-4 catalog to clarify how the heaviest ones formed. It searches for a distinct group of low-spin intermediate-mass black holes that would mark direct formation through stellar core collapse. No such group appears in the data, which yields a tight upper bound on the merger rate for these objects. Low-spin black holes instead show a mass cutoff near 65 solar masses, matching the expected lower edge of the pair-instability mass gap. The heavy black holes that are seen carry high spins, which aligns with repeated mergers of smaller black holes rather than single-star collapse.

Core claim

We investigate the population properties of binary black holes from the LIGO-Virgo-KAGRA collaboration, focusing especially on those in the high-mass range, using the newly released GWTC-4 catalog. For the first time, we search for a subpopulation of low-spin intermediate-mass black holes that would indicate formation via stellar core collapse. With the currently available catalog, we find no evidence for such a subpopulation, and set a 90% upper limit on the merger rate of collapse-formed IMBHs at 0.077 Gpc^{-3} yr^{-1}. The mass distribution of low-spin stellar-origin black holes truncates at 65 solar masses, consistent with the lower edge of the pair-instability mass gap, although we do 1

What carries the argument

Separation of black-hole populations by spin to isolate a possible low-spin core-collapse channel from a high-spin hierarchical-merger channel in the GWTC-4 mass-spin distribution.

If this is right

  • The lower edge of the pair-instability mass gap sits near 65 solar masses, as shown by the truncation of the low-spin black-hole mass distribution.
  • Stellar-evolution models combined with the data place the upper edge of the pair-instability mass gap near 150 solar masses.
  • All currently observed intermediate-mass black holes belong to a high-spin subpopulation produced by successive mergers.
  • The merger rate of core-collapse intermediate-mass black holes is limited to less than 0.077 events per cubic gigaparsec per year.

Where Pith is reading between the lines

These are editorial extensions of the paper, not claims the author makes directly.

  • Hierarchical mergers must operate efficiently enough to populate the observed high-mass end without a large direct-collapse contribution.
  • Future catalogs with improved spin precision or additional high-mass events could directly test whether the high-spin channel continues to dominate.
  • If the low-spin cutoff remains fixed, it would tighten constraints on the supernova physics that sets the lower boundary of the pair-instability gap.

Load-bearing premise

Any core-collapse intermediate-mass black holes would appear as a distinct low-spin subpopulation that can be cleanly separated from high-spin merger products without major detection biases or model degeneracies.

What would settle it

Detection of one or more low-spin black holes with masses well above 65 solar masses, or an inferred merger rate for such objects exceeding 0.077 Gpc^{-3} yr^{-1}, in future expanded catalogs.

Figures

Figures reproduced from arXiv: 2605.05563 by Fan-Xiao-Yu Xia, Ying Qin, Yuan-Zhu Wang.

Figure 1
Figure 1. Figure 1: Component mass distributions of the primary (top) and secondary (bottom) black holes for the three subpopulations inferred with the Main Model. The solid curves are the medians and the shaded regions are for the 90% credible intervals. The first subpopulation, referred to as the low-spin group, is characterized by small dimensionless spin mag￾nitudes (χ ≲ 0.3), peaking at χ ∼ 0.15. Its mass distri￾bution i… view at source ↗
Figure 2
Figure 2. Figure 2: Distribution of spin magnitudes of black holes for the subpopulations inferred with the Main Model. The solid curves are the medians and the shaded regions are for the 90% credible intervals. the expectation that if core-collapse IMBHs are signifi￾cantly more abundant than those formed via hierarchi￾cal mergers, a distinct signature of the PIMG’s upper edge should be imprinted on the mass function. Fig￾ure… view at source ↗
Figure 3
Figure 3. Figure 3: Mass distributions of the primary (a) and secondary (b) black holes inferred with the mass-only model for three cases. The solid curves are the medians and the shaded regions are for the 90% credible intervals. 3. Hierarchical merger origin for the most massive BHs: The IMBHs observed (e.g., in GW231123) belong to the high-spin (χ ≳ 0.6) subpopulation. Their spin and mass distributions are consistent with … view at source ↗
Figure 4
Figure 4. Figure 4: Left: The posterior distributions of maximum masses that are potentially associated to the lower edge of PIMG. Right:The posterior distributions of cutoff masses that are potentially associated to the upper edge of PIMG, compared to the component masses of GW231123. through stellar core collapse, thereby directly constrain￾ing the upper edge of the PIMG. Ezquiaga & Holz (2021) demonstrated that the upper e… view at source ↗
Figure 5
Figure 5. Figure 5: The posterior distributions of glow, gwide, and gup ≡ glow + gwide —which describe the edges and width of the PIMG —as obtained with the Alternative Model. The black curve indicates the prior on the PIMG width, taken to be 80 ± 8 M⊙ following Farmer et al. (2020). The vertical lines indicate the median values and 90% credible intervals. PDF 120 160 200 gup[M ] 50 75 100 glow[M ] 0.0 0.4 0.8 A 120 160 200 g… view at source ↗
Figure 5
Figure 5. Figure 5: The posterior distributions of glow, gwide, and gup ≡ glow + gwide —which describe the edges and width of the PIMG —as obtained with the Alternative Model. The black curve indicates the prior on the PIMG width, taken to be 80 ± 8 M⊙ following Farmer et al. (2020). The vertical lines indicate the median values and 90% credible intervals [PITH_FULL_IMAGE:figures/full_fig_p010_5.png] view at source ↗
Figure 6
Figure 6. Figure 6: The posterior distribution of hyperparameters obtained with the mass-only models (Case One, Case Two, and Case Three). The values are for median and 90% credible intervals view at source ↗
Figure 6
Figure 6. Figure 6: The posterior distribution of hyperparameters obtained with the mass-only models (Case One, Case Two, and Case Three). The values are for median and 90% credible intervals. 0.000 0.025 0.050 0.075 0.100 0.125 0.150 0.175 0.200 RLS, IMBH[Gpc 3 yr 1 ] 0 5 10 15 20 25 30 35 p(RLS, IMBH) 90% upper limit 0.077[Gpc 3 yr 1 ] [PITH_FULL_IMAGE:figures/full_fig_p011_6.png] view at source ↗
Figure 7
Figure 7. Figure 7: Merger rate of the low-spin IMBHs inferred with the Main Model. The vertical line indicate the 90% upper limit view at source ↗
Figure 8
Figure 8. Figure 8: Upper limit (90%) of the IMBH mergers from different formation channels view at source ↗
read the original abstract

We investigate the population properties of binary black holes (BBHs) from the LIGO-Virgo-KAGRA collaboration, focusing especially on those in the high-mass range, using the newly released GWTC-4 catalog. For the first time, we search for a subpopulation of low-spin intermediate-mass black holes (IMBHs) that would indicate formation via stellar core collapse. With the currently available catalog, we find no evidence for such a subpopulation, and set a 90\% upper limit on the merger rate of collapse-formed IMBHs at $0.077~\mathrm{Gpc}^{-3}\,\mathrm{yr}^{-1}$. The mass distribution of low-spin (stellar-origin) black holes truncates at $65^{+23}_{-22}\,M_\odot$, consistent with the lower edge of the pair-instability mass gap (PIMG), although we cannot directly determine its upper boundary from current data. Informed by stellar evolution theory, we estimate the upper edge of the PIMG to be $150\pm24\,M_\odot$. We find that the observed IMBHs belong to a high-spin subpopulation, consistent with formation through successive hierarchical mergers.

Editorial analysis

A structured set of objections, weighed in public.

Desk editor's note, referee report, simulated authors' rebuttal, and a circularity audit. Tearing a paper down is the easy half of reading it; the pith above is the substance, this is the friction.

Referee Report

1 major / 2 minor

Summary. The manuscript analyzes the GWTC-4 catalog to search for a low-spin subpopulation of intermediate-mass black holes (IMBHs) formed via stellar core collapse. It reports no evidence for such a subpopulation and sets a 90% upper limit on the merger rate at 0.077 Gpc^{-3} yr^{-1}. The low-spin black hole mass distribution truncates at 65^{+23}_{-22} M_odot (consistent with the lower edge of the pair-instability mass gap), while the upper edge is estimated at 150±24 M_odot from stellar evolution theory. Observed IMBHs are attributed to a high-spin subpopulation formed via hierarchical mergers.

Significance. If robust, the result supplies useful constraints on high-mass black hole formation channels by showing consistency with stellar-origin black holes below the pair-instability gap and hierarchical assembly for the observed high-mass systems. Strengths include the data-driven (rather than prior-dominated) rate upper limit, explicit spin and mass parametrizations in a standard mixture-model hierarchical inference, selection-function corrections, and posterior sampling; these elements make the no-evidence conclusion and truncation measurement falsifiable with future catalogs.

major comments (1)
  1. [Population model and inference section] The separability assumption—that any core-collapse IMBHs would appear as a distinct low-spin component cleanly separable from high-spin hierarchical products—is load-bearing for the no-evidence claim and rate limit. The manuscript uses a standard mixture model, but explicit checks for model degeneracies, selection biases, or spin-mass correlations that could mask a low-spin subpopulation (e.g., via injection-recovery tests or alternative parametrizations) would strengthen the result.
minor comments (2)
  1. [Abstract] The abstract reports the mass truncation with uncertainties but does not state the confidence level for those uncertainties (in contrast to the explicit 90% for the rate limit); this should be clarified for consistency.
  2. [Introduction and results sections] Notation for the pair-instability mass gap (PIMG) edges and the distinction between data-driven truncation and theory-informed upper edge should be defined once in the main text before repeated use.

Simulated Author's Rebuttal

1 responses · 0 unresolved

We thank the referee for their positive assessment of our manuscript and for the constructive recommendation of minor revision. We address the single major comment below and will incorporate the suggested strengthening of the analysis in the revised version.

read point-by-point responses
  1. Referee: [Population model and inference section] The separability assumption—that any core-collapse IMBHs would appear as a distinct low-spin component cleanly separable from high-spin hierarchical products—is load-bearing for the no-evidence claim and rate limit. The manuscript uses a standard mixture model, but explicit checks for model degeneracies, selection biases, or spin-mass correlations that could mask a low-spin subpopulation (e.g., via injection-recovery tests or alternative parametrizations) would strengthen the result.

    Authors: We agree that the separability assumption is central to the no-evidence conclusion and the derived rate upper limit. Our hierarchical mixture model explicitly parametrizes two subpopulations with independent mass and spin distributions (low-spin component for potential core-collapse IMBHs and high-spin component for hierarchical products), which by construction allows the data to assign negligible weight to the low-spin IMBH subpopulation. We have examined the joint posteriors for parameter correlations and performed basic model-consistency checks. However, we did not include targeted injection-recovery tests that inject low-spin IMBH populations under the GWTC-4 selection function or explore alternative parametrizations to quantify possible masking from spin-mass correlations. We will add these explicit validation tests to the revised manuscript, reporting recovery fractions and any biases in the inferred rate and truncation mass. revision: yes

Circularity Check

0 steps flagged

No significant circularity detected

full rationale

The paper performs standard hierarchical Bayesian population inference on GWTC-4 to derive a data-driven 90% upper limit on the merger rate of a hypothesized low-spin IMBH subpopulation and a mass truncation for the low-spin component. The upper edge of the pair-instability mass gap is taken from external stellar-evolution theory rather than any internal fit or self-definition. No derivation step reduces by construction to its own inputs, renames a fitted parameter as a prediction, or relies on a load-bearing self-citation chain; the modeling uses explicit parametrizations, selection corrections, and posterior sampling that remain independent of the reported conclusions.

Axiom & Free-Parameter Ledger

2 free parameters · 2 axioms · 0 invented entities

The paper relies on standard domain assumptions about spin signatures for formation channels and external stellar theory for mass gap boundaries; no new entities postulated.

free parameters (2)
  • PIMG upper edge estimate = 150±24 M_sun
    Value of 150±24 M_sun derived from stellar evolution theory informed by data.
  • Merger rate upper limit = 0.077 Gpc^{-3} yr^{-1}
    90% confidence upper bound of 0.077 Gpc^{-3} yr^{-1} from statistical analysis of catalog.
axioms (2)
  • domain assumption Low-spin IMBHs indicate core-collapse formation while high-spin IMBHs indicate hierarchical mergers
    Used to interpret observed subpopulations and attribute formation channels.
  • domain assumption The pair-instability mass gap lower edge is identifiable from the truncation in low-spin black hole masses
    Invoked to link the observed 65 M_sun truncation to the PIMG.

pith-pipeline@v0.9.0 · 5536 in / 1702 out tokens · 64021 ms · 2026-05-12T05:12:14.298511+00:00 · methodology

discussion (0)

Sign in with ORCID, Apple, or X to comment. Anyone can read and Pith papers without signing in.

Forward citations

Cited by 2 Pith papers

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

  1. Secondary-Mass Features improve Spectral-Siren $H_0$ Constraints

    astro-ph.CO 2026-05 unverdicted novelty 7.0

    A new model emphasizing secondary mass features and pairing transitions improves spectral siren H0 constraints by ~30% using 142 GW events from GWTC-4.0.

  2. High-Spin BBH Subpopulation from AGN Accretion

    astro-ph.HE 2026-05 unverdicted novelty 6.0

    Mixture model analysis of LIGO data identifies a ~10% high-spin subpopulation with a1 ≈ 0.9 matching AGN accretion predictions, disfavoring hierarchical mergers at a1 ≈ 0.7 for that group.

Reference graph

Works this paper leans on

81 extracted references · 81 canonical work pages · cited by 2 Pith papers · 6 internal anchors

  1. [1]

    The Science of the Einstein Telescope

    Abac, A., Abramo, R., Albanesi, S., et al. 2025a, arXiv e-prints, arXiv:2503.12263, doi: 10.48550/arXiv.2503.12263

  2. [2]

    Observation of Gravitational Waves from the Coalescence of a 2.5–4.5 M ⊙ Compact Object and a Neutron Star.Astrophys

    Abac, A. G., Abbott, R., Abouelfettouh, I., et al. 2024, ApJL, 970, L34, doi: 10.3847/2041-8213/ad5beb

  3. [3]

    G., Abouelfettouh, I., Acernese, F., et al

    Abac, A. G., Abouelfettouh, I., Acernese, F., et al. 2025b, PhRvL, 135, 111403, doi: 10.1103/kw5g-d732 —. 2025c, ApJL, 993, L21, doi: 10.3847/2041-8213/ae0d54

  4. [4]

    P., Abbott, R., Abbott, T

    Abbott, B. P., Abbott, R., Abbott, T. D., et al. 2017, Nature, 551, 85, doi: 10.1038/nature24471 —. 2018, Living Reviews in Relativity, 21, 3, doi: 10.1007/s41114-018-0012-9 —. 2019, ApJL, 882, L24, doi: 10.3847/2041-8213/ab3800

  5. [5]

    Abbottet al.[LIGO Scientific and Virgo], Phys

    Abbott, R., Abbott, T. D., Abraham, S., et al. 2020a, PhRvL, 125, 101102, doi: 10.1103/PhysRevLett.125.101102 —. 2020b, PhRvD, 102, 043015, doi: 10.1103/PhysRevD.102.043015 —. 2020c, ApJL, 896, L44, doi: 10.3847/2041-8213/ab960f —. 2021, ApJL, 913, L7, doi: 10.3847/2041-8213/abe949

  6. [6]

    Physical Review X , author =

    Abbott, R., Abbott, T. D., Acernese, F., et al. 2023a, Physical Review X, 13, 011048, doi: 10.1103/PhysRevX.13.011048 —. 2023b, Physical Review X, 13, 041039, doi: 10.1103/PhysRevX.13.041039

  7. [7]

    2015, Classical and Quantum Gravity, 32, 024001, doi: 10.1088/0264-9381/32/2/024001

    Acernese, F., Agathos, M., Agatsuma, K., et al. 2015, Classical and Quantum Gravity, 32, 024001, doi: 10.1088/0264-9381/32/2/024001 Ali-Ha¨ ımoud, Y., Kovetz, E. D., & Kamionkowski, M. 2017, PhRvD, 96, 123523, doi: 10.1103/PhysRevD.96.123523

  8. [8]

    Laser Interferometer Space Antenna

    Amaro-Seoane, P., Audley, H., Babak, S., et al. 2017, arXiv e-prints, arXiv:1702.00786, doi: 10.48550/arXiv.1702.00786

  9. [9]

    2023, Living Reviews in Relativity, 26, 2, doi: 10.1007/s41114-022-00041-y

    Amaro-Seoane, P., Andrews, J., Arca Sedda, M., et al. 2023, Living Reviews in Relativity, 26, 2, doi: 10.1007/s41114-022-00041-y

  10. [10]

    Gravitational-wave constraints on the pair-instability mass gap and nuclear burning in massive stars

    Antonini, F., Romero-Shaw, I., Callister, T., et al. 2025a, arXiv e-prints, arXiv:2509.04637, doi: 10.48550/arXiv.2509.04637

  11. [11]

    M., & Callister, T

    Antonini, F., Romero-Shaw, I. M., & Callister, T. 2025b, PhRvL, 134, 011401, doi: 10.1103/PhysRevLett.134.011401

  12. [12]

    D., et al

    Ashton, G., H¨ ubner, M., Lasky, P. D., et al. 2019, Bilby: Bayesian inference library, Astrophysics Source Code Library, record ascl:1901.011. http://ascl.net/1901.011

  13. [13]

    2013, PhRvD, 88, 043007, doi: 10.1103/PhysRevD.88.043007 Astropy Collaboration, Robitaille, T

    Aso, Y., Michimura, Y., Somiya, K., et al. 2013, PhRvD, 88, 043007, doi: 10.1103/PhysRevD.88.043007

  14. [14]

    Banagiri, S., Thrane, E., & Lasky, P. D. 2025, arXiv e-prints, arXiv:2509.15646, doi: 10.48550/arXiv.2509.15646

  15. [15]

    1967, PhRvL, 18, 379, doi: 10.1103/PhysRevLett.18.379

    Barkat, Z., Rakavy, G., & Sack, N. 1967, PhRvL, 18, 379, doi: 10.1103/PhysRevLett.18.379

  16. [16]

    Accretion is All You Need: Black Hole Spin Alignment in Merger GW231123 Indicates Accretion Pathway,

    Bartos, I., & Haiman, Z. 2025, arXiv e-prints, arXiv:2508.08558, doi: 10.48550/arXiv.2508.08558

  17. [17]

    W., & Shapiro, S

    Baumgarte, T. W., & Shapiro, S. L. 2025, PhRvL, 135, 191401, doi: 10.1103/26yd-1mhd

  18. [18]

    S., Fragos, T., Qin, Y., et al

    Bavera, S. S., Fragos, T., Qin, Y., et al. 2020, A&A, 635, A97, doi: 10.1051/0004-6361/201936204

  19. [19]

    S., Stevenson, S., & Thrane, E

    Broekgaarden, F. S., Stevenson, S., & Thrane, E. 2022, ApJ, 938, 45, doi: 10.3847/1538-4357/ac8879

  20. [20]

    2016, PyMultiNest: Python interface for

    Buchner, J. 2016, PyMultiNest: Python interface for

  21. [21]

    2017, Progress of Theoretical and Experimental Physics, 2017, 083E01, doi: 10.1093/ptep/ptx087

    Chiba, T., & Yokoyama, S. 2017, Progress of Theoretical and Experimental Physics, 2017, 083E01, doi: 10.1093/ptep/ptx087

  22. [22]

    S., Collaboration, T

    Collaboration, L. S., Collaboration, T. V., & Collaboration, T. K. 2025, GWTC-4.0: Population Properties of Merging Compact Binaries, Zenodo, doi: 10.5281/zenodo.16911563

  23. [23]

    Croon, D

    Croon, D., Sakstein, J., & Gerosa, D. 2025, arXiv e-prints, arXiv:2508.10088, doi: 10.48550/arXiv.2508.10088 De Luca, V., Desjacques, V., Franciolini, G., & Riotto, A. 2020, JCAP, 2020, 028, doi: 10.1088/1475-7516/2020/11/028 De Luca, V., Franciolini, G., & Riotto, A. 2025, arXiv e-prints, arXiv:2508.09965, doi: 10.48550/arXiv.2508.09965

  24. [24]

    2022, ApJ, 924, 101, doi: 10.3847/1538-4357/ac3667

    Edelman, B., Doctor, Z., Godfrey, J., & Farr, B. 2022, ApJ, 924, 101, doi: 10.3847/1538-4357/ac3667

  25. [25]

    Jumping the Gap: Searching for LIGO s Biggest Black Holes

    Ezquiaga, J. M., & Holz, D. E. 2021, ApJL, 909, L23, doi: 10.3847/2041-8213/abe638 —. 2022, PhRvL, 129, 061102, doi: 10.1103/PhysRevLett.129.061102

  26. [26]

    2020, The Astrophysical Journal, 902, L36, doi: 10.3847/2041-8213/abbadd

    Justham, S. 2020, ApJL, 902, L36, doi: 10.3847/2041-8213/abbadd

  27. [27]
  28. [28]

    M., Fishbach, M., Ye, J., & Holz, D

    Farr, W. M., Fishbach, M., Ye, J., & Holz, D. E. 2019, ApJL, 883, L42, doi: 10.3847/2041-8213/ab4284

  29. [29]

    Fishbach, M., Essick, R., & Holz, D. E. 2020, ApJL, 899, L8, doi: 10.3847/2041-8213/aba7b6

  30. [30]

    and Farr, Ben

    Fishbach, M., Holz, D. E., & Farr, B. 2017, ApJL, 840, L24, doi: 10.3847/2041-8213/aa7045 14Xia et al

  31. [31]

    A., & Hoyle, F

    Fowler, W. A., & Hoyle, F. 1964, ApJS, 9, 201, doi: 10.1086/190103

  32. [32]

    2019, ApJL, 881, L1, doi: 10.3847/2041-8213/ab339b

    Fuller, J., & Ma, L. 2019, ApJL, 881, L1, doi: 10.3847/2041-8213/ab339b

  33. [33]

    Are merging black holes born from stellar collapse or previous mergers?

    Gerosa, D., & Berti, E. 2017, PhRvD, 95, 124046, doi: 10.1103/PhysRevD.95.124046

  34. [34]

    2021, Nature Astronomy, 5, 749, doi: 10.1038/s41550-021-01398-w

    Gerosa, D., & Fishbach, M. 2021, Nature Astronomy, 5, 749, doi: 10.1038/s41550-021-01398-w

  35. [35]

    D., Issa, D., et al

    Gottlieb, O., Metzger, B. D., Issa, D., et al. 2025, ApJL, 993, L54, doi: 10.3847/2041-8213/ae0d81

  36. [36]

    Goyal, H

    Goyal, S., Villarrubia-Rojo, H., & Zumalacarregui, M. 2025, arXiv e-prints, arXiv:2512.17631, doi: 10.48550/arXiv.2512.17631

  37. [37]

    2024, ApJ, 975, 54, doi: 10.3847/1538-4357/ad758a

    Guo, W.-H., Li, Y.-J., Wang, Y.-Z., et al. 2024, ApJ, 975, 54, doi: 10.3847/1538-4357/ad758a

  38. [38]

    D., & Thrane, E

    Guttman, N., Payne, E., Lasky, P. D., & Thrane, E. 2026, ApJ, 996, 144, doi: 10.3847/1538-4357/ae17af

  39. [39]

    Could the high-mass black holes from gravitational-wave observations be explained by lensing?

    Harshe, R., Prasad, R., & Ajith, P. 2026, arXiv e-prints, arXiv:2604.14247, doi: 10.48550/arXiv.2604.14247

  40. [40]

    GW231123: Overlapping Gravitational Wave Signals?

    Hu, Q., Narola, H., Heynen, J., et al. 2025, arXiv e-prints, arXiv:2512.17550, doi: 10.48550/arXiv.2512.17550

  41. [41]

    National Science Review4(5), 685–686 (2017) https: //doi.org/10.1093/nsr/nwx116

    Hu, W.-R., & Wu, Y.-L. 2017, National Science Review, 4, 685, doi: 10.1093/nsr/nwx116

  42. [42]

    2005 , month = sep, journal =

    King, A. R., & Dehnen, W. 2005, MNRAS, 357, 275, doi: 10.1111/j.1365-2966.2005.08634.x Kıro˘ glu, F., Kremer, K., & Rasio, F. A. 2025, ApJL, 994, L37, doi: 10.3847/2041-8213/ae1eeb

  43. [43]

    2025a, Reports on Progress in Physics, 88, 056901, doi: 10.1088/1361-6633/adc9be

    Li, E.-K., Liu, S., Torres-Orjuela, A., et al. 2025a, Reports on Progress in Physics, 88, 056901, doi: 10.1088/1361-6633/adc9be

  44. [44]

    2025, arXiv e-prints, arXiv:2509.08298, doi:10.48550/arXiv.2509.08298

    Li, G.-P., & Fan, X.-L. 2025, arXiv e-prints, arXiv:2509.08298, doi: 10.48550/arXiv.2509.08298

  45. [45]

    2024a, ApJ, 977, 67, doi: 10.3847/1538-4357/ad83b5

    Li, Y.-J., Tang, S.-P., Gao, S.-J., Wu, D.-C., & Wang, Y.-Z. 2024a, ApJ, 977, 67, doi: 10.3847/1538-4357/ad83b5

  46. [46]

    2024b, ApJ, 976, 153, doi: 10.3847/1538-4357/ad888b

    Li, Y.-J., Tang, S.-P., Wang, Y.-Z., & Fan, Y.-Z. 2024b, ApJ, 976, 153, doi: 10.3847/1538-4357/ad888b

  47. [47]

    2025, arXiv e-prints, arXiv:2507.17551, doi: 10.48550/arXiv.2507.17551

    Li, Y.-J., Tang, S.-P., Xue, L.-Q., & Fan, Y.-Z. 2025b, arXiv e-prints, arXiv:2507.17551, doi: 10.48550/arXiv.2507.17551

  48. [48]

    2025a, ApJ, 987, 65, doi: 10.3847/1538-4357/add535

    Li, Y.-J., Wang, Y.-Z., Tang, S.-P., Chen, T., & Fan, Y.-Z. 2025c, ApJ, 987, 65, doi: 10.3847/1538-4357/add535

  49. [49]

    2024c, PhRvL, 133, 051401, doi: 10.1103/PhysRevLett.133.051401

    Li, Y.-J., Wang, Y.-Z., Tang, S.-P., & Fan, Y.-Z. 2024c, PhRvL, 133, 051401, doi: 10.1103/PhysRevLett.133.051401 —. 2025d, arXiv e-prints, arXiv:2509.23897, doi: 10.48550/arXiv.2509.23897 LIGO Scientific Collaboration, Aasi, J., Abbott, B. P., et al. 2015, Classical and Quantum Gravity, 32, 074001, doi: 10.1088/0264-9381/32/7/074001

  50. [50]

    Classical and Quantum Gravity33(3), 035010 (2016) https://doi.org/ 10.1088/0264-9381/33/3/035010

    Luo, J., Chen, L.-S., Duan, H.-Z., et al. 2016, Classical and Quantum Gravity, 33, 035010, doi: 10.1088/0264-9381/33/3/035010

  51. [51]

    2022, PhR, 955, 1, doi: 10.1016/j.physrep.2022.01.003

    Mandel, I., & Farmer, A. 2022, PhR, 955, 1, doi: 10.1016/j.physrep.2022.01.003

  52. [52]

    M., & Gair, J

    Mandel, I., Farr, W. M., & Gair, J. R. 2019, MNRAS, 486, 1086, doi: 10.1093/mnras/stz896

  53. [53]

    2020, ApJ, 888, 76, doi: 10.3847/1538-4357/ab584d

    Mapelli, M., Spera, M., Montanari, E., et al. 2020, ApJ, 888, 76, doi: 10.3847/1538-4357/ab584d

  54. [54]

    M., & Moriya, T

    Marchant, P., Langer, N., Podsiadlowski, P., Tauris, T. M., & Moriya, T. J. 2016, A&A, 588, A50, doi: 10.1051/0004-6361/201628133

  55. [55]

    C., & Colbert, E

    Miller, M. C., & Colbert, E. J. M. 2004, International Journal of Modern Physics D, 13, 1, doi: 10.1142/S0218271804004426

  56. [56]

    J., Gerosa, D., & Klein, A

    Moore, C. J., Gerosa, D., & Klein, A. 2019, MNRAS, 488, L94, doi: 10.1093/mnrasl/slz104

  57. [57]

    2025, ApJL, 994, L54, doi: 10.3847/2041-8213/ae1447

    Sedda, M. 2025, ApJL, 994, L54, doi: 10.3847/2041-8213/ae1447

  58. [58]

    2025, arXiv e-prints, arXiv:2510.14363, doi:10.48550/arXiv.2510.14363

    Passenger, L., Banagiri, S., Thrane, E., et al. 2025, arXiv e-prints, arXiv:2510.14363, doi: 10.48550/arXiv.2510.14363

  59. [59]

    Signatures of a subpopulation of hierarchical mergers in the GWTC-4 gravitational-wave dataset

    Plunkett, C., Callister, T., Zevin, M., & Vitale, S. 2026, arXiv e-prints, arXiv:2601.07908, doi: 10.48550/arXiv.2601.07908

  60. [60]

    A., & de Mink, S

    Popa, S. A., & de Mink, S. E. 2025a, ApJL, 995, L76, doi: 10.3847/2041-8213/ae20f1 —. 2025b, arXiv e-prints, arXiv:2509.00154, doi: 10.48550/arXiv.2509.00154

  61. [61]

    2018, A&A, 616, A28, doi: 10.1051/0004-6361/201832839

    Qin, Y., Fragos, T., Meynet, G., et al. 2018, A&A, 616, A28, doi: 10.1051/0004-6361/201832839

  62. [62]

    2025, arXiv e-prints, arXiv:2510.18867, doi: 10.48550/arXiv.2510.18867

    Ray, A., & Kalogera, V. 2025, arXiv e-prints, arXiv:2510.18867, doi: 10.48550/arXiv.2510.18867

  63. [63]

    D., & Jiang, Y

    Renzo, M., Cantiello, M., Metzger, B. D., & Jiang, Y.-F. 2020, ApJL, 904, L13, doi: 10.3847/2041-8213/abc6a6

  64. [64]

    , keywords =

    Sesana, A. 2016, PhRvL, 116, 231102, doi: 10.1103/PhysRevLett.116.231102

  65. [65]

    2022, ApJ, 930, 26, doi: 10.3847/1538-4357/ac61da

    Shao, Y., & Li, X.-D. 2022, ApJ, 930, 26, doi: 10.3847/1538-4357/ac61da

  66. [66]

    Stegmann, J., Olejak, A., & de Mink, S. E. 2025a, ApJL, 992, L26, doi: 10.3847/2041-8213/ae0e5f —. 2025b, arXiv e-prints, arXiv:2507.15967, doi: 10.48550/arXiv.2507.15967

  67. [67]
  68. [68]

    2026, Science Bulletin, 71, 83, doi: 10.1016/j.scib.2025.11.002 The IMBH15 The LIGO Scientific Collaboration, the Virgo Collaboration, & the KAGRA Collaboration

    Tang, S.-P., Wang, H.-T., Li, Y.-J., & Fan, Y.-Z. 2026, Science Bulletin, 71, 83, doi: 10.1016/j.scib.2025.11.002 The IMBH15 The LIGO Scientific Collaboration, the Virgo Collaboration, & the KAGRA Collaboration. 2025a, arXiv e-prints, arXiv:2507.08219, doi: 10.48550/arXiv.2507.08219 The LIGO Scientific Collaboration, the Virgo Collaboration, the KAGRA Col...

  69. [69]

    A., Fishbach, M., et al

    Tong, H., Callister, T. A., Fishbach, M., et al. 2025a, arXiv e-prints, arXiv:2511.05316, doi: 10.48550/arXiv.2511.05316

  70. [70]

    Evidence of the pair instability gap from black hole masses

    Tong, H., Fishbach, M., Thrane, E., et al. 2025b, arXiv e-prints, arXiv:2509.04151, doi: 10.48550/arXiv.2509.04151

  71. [71]

    P., Mapelli, M., P´ erigois, C., et al

    Vaccaro, M. P., Mapelli, M., P´ erigois, C., et al. 2024, A&A, 685, A51, doi: 10.1051/0004-6361/202348509

  72. [72]

    Detection of a Higher Harmonic Quasi- normal Mode in the Ringdown Signal of GW231123,

    Wang, H.-T., Tang, S.-P., Li, P.-C., & Fan, Y.-Z. 2025a, arXiv e-prints, arXiv:2509.02047, doi: 10.48550/arXiv.2509.02047

  73. [73]

    2025, arXiv e-prints, arXiv:2510.22698, doi: 10.48550/arXiv.2510.22698

    Wang, Y.-Z., Li, Y.-J., Gao, S.-J., Tang, S.-P., & Fan, Y.-Z. 2025b, arXiv e-prints, arXiv:2510.22698, doi: 10.48550/arXiv.2510.22698

  74. [74]

    S., et al

    Wang, Y.-Z., Li, Y.-J., Vink, J. S., et al. 2022, ApJL, 941, L39, doi: 10.3847/2041-8213/aca89f

  75. [75]

    2021, ApJ, 913, 42, doi: 10.3847/1538-4357/abf5df

    Wang, Y.-Z., Tang, S.-P., Liang, Y.-F., et al. 2021, ApJ, 913, 42, doi: 10.3847/1538-4357/abf5df

  76. [76]

    2026, A&A, 708, A62, doi: 10.1051/0004-6361/202557224

    Wang, Z.-Y., Qin, Y., Hu, R.-C., et al. 2026, A&A, 708, A62, doi: 10.1051/0004-6361/202557224

  77. [77]

    Woosley, S. E. 2017, ApJ, 836, 244, doi: 10.3847/1538-4357/836/2/244

  78. [78]

    E., & Heger, A

    Woosley, S. E., & Heger, A. 2021, ApJL, 912, L31, doi: 10.3847/2041-8213/abf2c4

  79. [79]

    2025, arXiv e-prints, arXiv:2512.20890, doi: 10.48550/arXiv.2512.20890

    Yang, Q., You, Z.-Q., & Fan, X. 2025, arXiv e-prints, arXiv:2512.20890, doi: 10.48550/arXiv.2512.20890

  80. [80]

    Standard-siren cosmology using gravitational waves from binary black holes

    You, Z.-Q., Zhu, X.-J., Ashton, G., Thrane, E., & Zhu, Z.-H. 2021, ApJ, 908, 215, doi: 10.3847/1538-4357/abd4d4

Showing first 80 references.