REVIEW 3 major objections 5 minor 1 cited by
Revisiting the Hubble constant, sound horizon and cosmography from late-time Universe observations
T0 review · 3 major / 5 minor · reviewed 2026-08-16 · deepseek-v4-flash
Pith's one-line read This paper claims that model-independent late-universe data—DESI BAO, time-delay lenses, and Pantheon SNe—yield H0 ≈ 73 km/s/Mpc and rd ≈ 137–138 Mpc, favoring the SH0ES value over Planck flat-ΛCDM.
desk verdict A competent incremental combination of DESI BAO, H0LiCOW lensing, and Pantheon gives H0~73 and rd~138, but the 'model-independent' label is oversold given the silent flatness assumption and untested high-z expansion. 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 central machinery is a model-independent cosmographic parameterization of the distance-redshift relation. The Taylor series expands H(z) to fourth order in terms of the present-day deceleration q0, jerk j0, and snap s0, and integrates to give the luminosity distance DL(z); the Padé (2,1) approximation instead represents DL(z) as a rational function with the same cosmographic coefficients, chosen because Padé has a larger convergence radius at high redshift. These relations generate the angular diameter distance DA = DL/(1+z)^2, the transverse comoving distance DM = DL/(1+z), the Hubble distance DH = c/H(z), and the dilation scale DV = [z $DM^{2}$ DH]^{1/3}, so the DESI BAO measurements of DV/rd and DM/rd, DH/rd can be combined with the lensing distances that fix the absolute scale, with rd left free.
What would settle it
Redo the joint fit with spatial curvature Ω_k included as a free parameter and with a higher-order approximation such as Padé (3,2) or a fifth-order Taylor series; if the inferred H0 shifts by more than about 2 km/s/Mpc or rd by more than about 4 Mpc relative to the quoted errors, the reported values are artifacts of the truncation and the fixed flatness assumption.
Extended reading notes
Core claim
The authors claim that combining DESI-BAO with the six time-delay distances and four deflector angular diameter distances from H0LiCOW lenses together with the Pantheon SNe Ia gives H0 = 72.9 ± 1.8 km/s/Mpc for the Taylor series and H0 = 73.1 ± 1.8 km/s/Mpc for the Padé polynomials, with rd = 138.2 Mpc and 137.0 Mpc, respectively. These results are consistent with the SH0ES value of 73.04 ± 1.04 km/s/Mpc and in tension with Planck's 67.4 ± 0.5 km/s/Mpc under flat ΛCDM. The key point is that the absolute distances from strong lensing anchor the relative BAO distances, while supernovae track the expansion history and mainly sharpen the cosmographic parameters.
Load-bearing premise
The whole calibration rests on the assumption that the truncated fourth-order Taylor expansion (or the fixed Padé (2,1) form) is an accurate description of the distance-redshift relation across the full data range, including redshifts above z ≈ 2, and that spatial curvature can be held fixed rather than fitted.
Editorial extensions
If this is right
- If the result is right, the Hubble tension is not an artifact of assuming ΛCDM in the late-universe data: a model-independent late-time calibration still lands at about 73 km/s/Mpc.
- The inferred rd ≈ 137–138 Mpc is smaller than the Planck-ΛCDM expectation, the direction needed to ease the tension if new pre-recombination physics shrinks the sound horizon.
- The combination of absolute lensing distances with relative BAO distances acts as a model-independent ladder; future DESI data releases and larger lens samples should push the H0 uncertainty below 1 km/s/Mpc.
- The close agreement between the Taylor and Padé results (≈ 0.2 km/s/Mpc) suggests the H0 value is robust to the choice of distance approximation, although the Taylor series is explicitly less reliable at high redshift.
- Supernovae contribute mainly to constraining the cosmographic parameters q0, j0, and s0 rather than to H0 and rd, so further tightening of H0 and rd will come mostly from additional BAO and lensing data.
Reading between the lines
- The paper never reports a fitted value for the curvature parameter Ω_k even though it appears explicitly in the Taylor luminosity distance; allowing Ω_k to float is a natural test that could shift the reported H0 and rd.
- Given the known convergence problems of the Taylor series above z ≈ 1, the Padé (2,1) result is arguably the more reliable of the two, and a higher-order Padé check would show whether the central values are truly stable.
- A confirmation of rd ≈ 137 Mpc by future DESI data would strengthen the motivation for early-universe models that reduce the sound horizon, tying this measurement directly to the wider Hubble-tension discussion.
Signed reviews
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. This paper combines DESI BAO measurements, six time-delay distances and four deflector angular-diameter distances from the H0LiCOW sample, and the Pantheon SNe Ia sample, using a fourth-order Taylor expansion and a Padé (2,1) approximant for the distance-redshift relation. The authors report H0 = 72.9 ± 1.8 km/s/Mpc and rd = 138.2 ± 3.9/3.3 Mpc for the Taylor cosmography, and H0 = 73.1 ± 1.8 km/s/Mpc and rd = 137.0 ± 3.7/3.2 Mpc for the Padé cosmography, concluding that these late-time values favor a larger H0 and a smaller rd than Planck flat-ΛCDM while agreeing with SH0ES.
Significance. If the result holds, the paper provides a useful late-time, cosmographic calibration of H0 and rd that is independent of early-universe physics and of a specific dark-energy model. The analysis is a direct likelihood fit to public data, uses a standard MCMC approach, and its full-data results are qualitatively consistent with earlier work by Wojtak & Agnello (2019) and with the H0LiCOW analyses. The main value is in showing that the DESI BAO + lensing + SNe combination can anchor an absolute distance scale without a CMB prior. However, the strength of the conclusion depends on the fidelity of the two low-order distance approximants over the full redshift range, and on the treatment of curvature, neither of which is adequately tested in the manuscript.
major comments (3)
- [Section 2.1, Eqs. (3)-(4), Table 1] The curvature parameter Ω_k appears explicitly in the distance expansion at third and fourth order in z, yet it is absent from the list of fitted parameters and is never reported in Table 1. Setting Ω_k = 0 is an unstated flatness assumption, and it conflicts with the paper's claim of model independence. Because the DESI BAO data include high-redshift Lyman-alpha bins, a nonzero Ω_k would change the model predictions for D_M/rd and D_H/rd and would propagate into the inferred H0 and rd. Please either fit Ω_k with a prior, or explicitly state the flat assumption and demonstrate insensitivity by repeating the analysis for fixed Ω_k values such as ±0.01 or by adding a geometric curvature probe.
- [Section 2.2, Eqs. (2), (3), (7), Table 1] The central calibration uses the fourth-order Taylor expansion and the Padé (2,1) approximant out to the highest DESI BAO redshifts, including Lyman-alpha bins with effective redshifts above 2, while Section 2.2 itself concedes that the Taylor series has convergence problems for z > 1. No truncation-error estimate, residual plot, or higher-order comparison is provided. The agreement between the Taylor and Padé results at the ~0.2 km/s/Mpc level is not a sufficient robustness check, because both approximants are constructed from the same low-order Taylor coefficients and can share a common high-z bias. Please add quantitative convergence tests, for example a Padé (3,2) or (2,2) fit, or a repeat of the analysis with the BAO data truncated at z < 1.5, together with residuals as a function of redshift.
- [Section 3.3, Eq. (19)] The Pantheon χ² in Eq. (19) sums only the diagonal variance σ²_μ,SN. The Pantheon release includes a full covariance matrix with systematic contributions, and standard analyses use the inverse covariance matrix. Restricting to the diagonal underestimates the SNe uncertainties and can bias the inferred q0, j0, and s0, which enter the distance model and therefore the calibration of H0 and rd. Please use the full Pantheon covariance matrix, or clearly justify the diagonal-only approximation and quantify its effect on the reported parameters.
minor comments (5)
- [Section 2.2 and Section 5] The redshift coverage is described inconsistently: Section 3.1 states DESI BAO spans 0.1 < z < 4.2, while Section 2.2 and the conclusion refer to data extending to z ≈ 2.3. Please state the effective redshifts of the highest DESI bins (e.g., the Lyman-alpha effective redshift) consistently throughout.
- [Section 4, Eq. (21)] The DIC definition contains an algebraic typo: DIC = D(θbar) + 2p_D = Dbar + p_D, not D(θbar) + p_D. Additionally, 'deending' should read 'depending'.
- [Section 4 and Table 1] The paper reports the Taylor-series value as a headline result in the abstract and conclusion even though it recommends using the Padé approximation and discarding the Taylor expansion in future analyses; please state explicitly which of the two results is considered fiducial.
- [References] Several references are duplicated in the bibliography, including Jee et al. 2019, Liao et al. 2020, Poulin et al. 2019, and Wojtak & Agnello 2019; these should be merged.
- [Throughout] There are minor typographical errors, including 'Supernavae' in the Section 3.3 title, 'Talor' after Eq. (8), and 'constraining chances' in Section 4; these should be corrected.
Circularity Check
No significant circularity: H0 and rd are free parameters fitted to independent external data, with cosmographic forms transparently adopted from external literature.
full rationale
The paper is a direct likelihood analysis rather than a derivation: H0, rd, q0, j0 and s0 are free parameters with flat priors, fitted to DESI BAO, H0LiCOW time-delay distances, deflector angular-diameter distances, and Pantheon supernovae via Eqs. (13), (15), (16) and (19). The Taylor series (Eqs. 2-4) and the Padé (2,1) form (Eq. 7) are explicit standard parameterizations (Visser 2004; Gruber & Luongo 2014; Capozziello et al. 2020) whose coefficients are the fitted parameters; nothing in these equations algebraically forces H0 ≈ 73 km/s/Mpc or rd ≈ 137-138 Mpc. The lensing distances supply the absolute scale, BAO supply r_d-scaled distances, and supernovae constrain the expansion shape, which is the stated data-combination strategy rather than a circular reuse of the target values. The self-citations (Liu et al. 2022a,b; Liu et al. 2024) are context references for cosmographic methods and Hubble-tension discussion; they are not used to set priors, fix parameters, or justify a uniqueness claim. The acknowledged Taylor/Padé convergence concern at z > 1 (Sec. 2.2) and the unfitted curvature parameter Ω_k are potential systematic-error or model-risk issues, not circularity: the headline quantities are not inputs by construction, and the final values are compared against, not derived from, SH0ES and Planck.
Assumptions & free parameters
free parameters (6)
- H0 =
72.9 km/s/Mpc (Taylor), 73.1 km/s/Mpc (Pade)
- rd =
138.2 Mpc (Taylor), 137.0 Mpc (Pade)
- q0 =
-0.460 +/- 0.013 (Taylor full data)
- j0 =
0.656 +/- 0.065 (Taylor full data)
- s0 =
-0.437 +/- 0.050 (Taylor full data)
- M_B =
unknown (marginalized)
assumptions (4)
- domain assumption FLRW metric and homogeneity and isotropy underlie the cosmographic parameterization.
- ad hoc to paper The fourth-order Taylor expansion and Pade (2,1) approximant are faithful over 0.1 < z < 4.2.
- ad hoc to paper Curvature Omega_k is either fixed or irrelevant; it is not marginalized.
- domain assumption The H0LiCOW distance posteriors and DESI BAO covariance are used as published without additional systematic adjustment.
Cite this review
Pith. "Pith review of Revisiting the Hubble constant, sound horizon and cosmography from late-time Universe observations." pith.science (2026). https://pith.science/paper/Y4KTREA3
@misc{pith2026250501661,
author = {Pith},
title = {Pith review of: Revisiting the Hubble constant, sound horizon and cosmography from late-time Universe observations},
year = {2026},
howpublished = {\url{https://pith.science/paper/Y4KTREA3}},
note = {Machine review of arXiv:2505.01661}
}
abstract
The Hubble tension has become one of the central problems in cosmology. In this work, we determine the Hubble constant $H_0$ and sound horizon $r_d$ by using the combination of Baryon Acoustic Oscillations (BAOs) from DESI surveys, time-delay lensed quasars from H0LiCOW collaborations and the Pantheon supernovae observations. We consider two cosmological approaches, i.e., Taylor series and Pad\'{e} polynomials, to avoid cosmological dependence. The reason for using this combination of data is that the absolute distance provided by strong gravitational lensing helps anchor the relative distance of BAO, and supernovae provide a robust history of universe evolution. {{Combining the 6 time-delay distance (6$D_{\Delta t}$) plus 4 angular diameter distance to the deflector (4$D_d$) measurements of time-delay lensed quasars,}} the BAO and the type Ia of supernovae (SNe Ia) datasets, we obtain a model-independent result of $r_d = 138.2_{-3.9}^{+3.3}$ Mpc and $H_0 = 72.9^{+1.8}_{-1.8}$ ${\mathrm{~km~s^{-1}~Mpc^{-1}}}$ for the Taylor series cosmography and $r_d = 137.0_{-3.7}^{+3.2}$ Mpc and $H_0 = 73.1_{-1.7}^{+1.8}$ ${\mathrm{~km~s^{-1}~Mpc^{-1}}}$ for the Pad\'{e} polynomials cosmography. The determination of $r_d$ and $H_0$ prefers larger $H_0$ and smaller $r_d$ than Planck data under the assumption of flat-$\Lambda$CDM model. However, the values of $H_0$ are consistent with the $H_0$ determination from SH0ES collaboration.
Figures
Forward citations
Cited by 1 Pith paper
-
Late-time cosmological constraints on three holographic dark energy models with DESI DR2 BAO and Type Ia supernovae
DESI DR2 and late-time data constrain HDE, ADE and RDE, yielding H0≈67–68 km/s/Mpc, c≈1, n≈2.8, γ≈0.54, with none resolving the Hubble tension or decisively beating ΛCDM.
Reference graph
Works this paper leans on
-
[1]
, " * write output.state after.block = add.period write newline
ENTRY address archivePrefix author booktitle chapter doi edition editor eprint howpublished institution journal key month number organization pages publisher school series title misctitle type volume year version url label extra.label sort.label short.list INTEGERS output.state before.all mid.sentence after.sentence after.block FUNCTION init.state.consts ...
-
[2]
write newline
" write newline "" before.all 'output.state := FUNCTION format.url url empty "" new.block "" url * "" * if FUNCTION format.eprint eprint empty "" archivePrefix empty "" archivePrefix "arXiv" = new.block " " eprint * " " * new.block " " eprint * " " * if if if FUNCTION format.doi doi empty "" " " doi * " " * if FUNCTION format.pid doi empty eprint empty ur...
-
[3]
nD ; [_ D wݹsՓ pOpZX ]e.x u0V O ێ f. ./Wӄa;VhtA|eM .U ]` Ɵ *To (F Mo g G: i+ š 0lgWK @>i gq ڱ P Oè htk | V > 0 o=' ҙ yhȚSXapz hn Ͼ /V e 0 0._!(aeC5 G\^
thebibliography [1] 20pt to REFERENCES 6pt =0pt -12pt 10pt plus 3pt =0pt =0pt =1pt plus 1pt =0pt =0pt -12pt =13pt plus 1pt =20pt =13pt plus 1pt \@M =10000 =-1.0em =0pt =0pt 0pt =0pt =1.0em @enumiv\@empty 10000 10000 `\.\@m \@noitemerr \@latex@warning Empty `thebibliography' environment \@ifnextchar \@reference \@latexerr Missing key on reference command E...
2021
-
[4]
Abbott, B. P., et al. 2017, Nature, 551, 85, 10.1038/nature24471
- [5]
-
[6]
Aghanim, N., et al. 2020, Astron. Astrophys., 641, A6, 10.1051/0004-6361/201833910
-
[7]
Anand, G. S., Tully, R. B., Rizzi, L., Riess, A. G., & Yuan, W. 2022, The Astrophysical Journal, 932, 15, 10.3847/1538-4357/ac68df
-
[8]
Anchordoqui, L. A., & Perez Bergliaffa, S. E. 2019, Phys. Rev. D, 100, 123525, 10.1103/PhysRevD.100.123525
Show all 73 references
-
[9]
2020, JCAP, 12, 029, 10.1088/1475-7516/2020/12/029
Archidiacono, M., Gariazzo, S., Giunti, C., Hannestad, S., & Tram, T. 2020, JCAP, 12, 029, 10.1088/1475-7516/2020/12/029
2020 doi
- [10]
-
[11]
2022, Astrophys
Bag, S., Shafieloo, A., Liao, K., & Treu, T. 2022, Astrophys. J., 927, 191, 10.3847/1538-4357/ac51cb
2022 doi
-
[12]
2019, Mon
Birrer, S., et al. 2019, Mon. Not. Roy. Astron. Soc., 484, 4726, 10.1093/mnras/stz200
2019 doi
- [14]
-
[15]
Camilleri, R., et al. 2024. 2406.05049
2024 arXiv
-
[16]
2020, Mon
Capozziello, S., D'Agostino, R., & Luongo, O. 2020, Mon. Not. Roy. Astron. Soc., 494, 2576, 10.1093/mnras/staa871
2020 doi
-
[17]
2019, International Journal of Modern Physics D, 28, 1930016, 10.1142/S0218271819300167
Capozziello, S., D’Agostino, R., & Luongo, O. 2019, International Journal of Modern Physics D, 28, 1930016, 10.1142/S0218271819300167
2019 doi
-
[18]
Chen, G. C. F., et al. 2019, Mon. Not. Roy. Astron. Soc., 490, 1743, 10.1093/mnras/stz2547
2019 doi
- [19]
-
[20]
G., De Simone , B., Schiavone , T., et al
Dainotti , M. G., De Simone , B., Schiavone , T., et al. 2021, , 912, 150, 10.3847/1538-4357/abeb73
2021 doi
-
[21]
G., De Simone , B
Dainotti , M. G., De Simone , B. D., Schiavone , T., et al. 2022, Galaxies, 10, 24, 10.3390/galaxies10010024
2022 doi
-
[22]
2021, Class
Di Valentino, E., Mena, O., Pan, S., et al. 2021, Class. Quant. Grav., 38, 153001, 10.1088/1361-6382/ac086d
2021 doi
-
[23]
2021, Mon
Ding, X., et al. 2021, Mon. Not. Roy. Astron. Soc., 503, 1096, 10.1093/mnras/stab484
2021 doi
-
[24]
M., Peiris , H
Feeney , S. M., Peiris , H. V., Williamson , A. R., et al. 2019, , 122, 061105, 10.1103/PhysRevLett.122.061105
2019 doi
-
[25]
W., Lang, D., & Goodman, J
Foreman-Mackey, D., Hogg, D. W., Lang, D., & Goodman, J. 2013, Publ. Astron. Soc. Pac., 125, 306, 10.1086/670067
2013 doi
-
[26]
Freedman, W. L. 2021, The Astrophysical Journal, 919, 16, 10.3847/1538-4357/ac0e95
2021 doi
-
[27]
2014, Phys
Gruber, C., & Luongo, O. 2014, Phys. Rev. D, 89, 103506, 10.1103/PhysRevD.89.103506
2014 doi
-
[28]
2021, Commun
Jedamzik, K., Pogosian, L., & Zhao, G.-B. 2021, Commun. in Phys., 4, 123, 10.1038/s42005-021-00628-x
2021 doi
-
[30]
H., Komatsu , E., et al
Jee , I., Suyu , S. H., Komatsu , E., et al. 2019, Science, 365, 1134, 10.1126/science.aat7371
2019 doi
-
[31]
2016, Phys
Karwal, T., & Kamionkowski, M. 2016, Phys. Rev. D, 94, 103523, 10.1103/PhysRevD.94.103523
2016 doi
-
[32]
R., Stalin, C
Kumar, S. R., Stalin, C. S., & Prabhu, T. P. 2015, Astron. Astrophys., 580, A38, 10.1051/0004-6361/201423977
2015 doi
-
[33]
, Bargiacchi , G., Dainotti , M
Lenart , A. ., Bargiacchi , G., Dainotti , M. G., Nagataki , S., & Capozziello , S. 2023, , 264, 46, 10.3847/1538-4365/aca404
2023 doi
-
[34]
Lewis, A. 2019. 1910.13970
2019 arXiv
-
[35]
2019, The Astrophysical Journal Letters, 883, l3, 10.3847/2041-8213/ab3e09
Li, X., & Shafieloo, A. 2019, The Astrophysical Journal Letters, 883, l3, 10.3847/2041-8213/ab3e09
2019 doi
- [36]
-
[37]
E., & Linder, E
Liao, K., Shafieloo, A., Keeley, R. E., & Linder, E. V. 2019, Astrophys. J. Lett., 886, L23, 10.3847/2041-8213/ab5308
2019 doi
-
[39]
E., & Linder, E
Liao, K., Shafieloo, A., Keeley, R. E., & Linder, E. V. 2020, Astrophys. J. Lett., 895, L29, 10.3847/2041-8213/ab8dbb
2020 doi
-
[40]
Liddle, A. R. 2007, Monthly Notices of the Royal Astronomical Society: Letters, 377, L74, 10.1111/j.1745-3933.2007.00306.x
2007
-
[41]
2022 a , , 939, 37, 10.3847/1538-4357/ac93f3
Liu , T., Cao , S., Biesiada , M., & Geng , S. 2022 a , , 939, 37, 10.3847/1538-4357/ac93f3
2022 doi
-
[42]
2022 b , , 668, A51, 10.1051/0004-6361/202243375
Liu , T., Cao , S., Li , X., et al. 2022 b , , 668, A51, 10.1051/0004-6361/202243375
2022 doi
- [43]
-
[44]
2019, Mon
Macaulay, E., et al. 2019, Mon. Not. Roy. Astron. Soc., 486, 2184, 10.1093/mnras/stz978
2019 doi
-
[45]
2020, Eur
Mehrabi, A., & Basilakos, S. 2020, Eur. Phys. J. C, 80, 632, 10.1140/epjc/s10052-020-8221-2
2020 doi
-
[46]
2017, , 465, 2411, 10.1093/mnras/stw2924
More , A., Lee , C.-H., Oguri , M., et al. 2017, , 465, 2411, 10.1093/mnras/stw2924
2017 doi
-
[47]
Niedermann, F., & Sloth, M. S. 2020, Phys. Rev. D, 102, 063527, 10.1103/PhysRevD.102.063527
2020 doi
-
[48]
Oguri , M., & Marshall , P. J. 2010, , 405, 2579, 10.1111/j.1365-2966.2010.16639.x
2010
-
[49]
D., Shafieloo, A., & Chakraborty, S
Pan, S., Yang, W., Valentino, E. D., Shafieloo, A., & Chakraborty, S. 2020, Journal of Cosmology and Astroparticle Physics, 2020, 062, 10.1088/1475-7516/2020/06/062
2020 doi
-
[50]
2013, Phys
Pettorino, V., Amendola, L., & Wetterich, C. 2013, Phys. Rev. D, 87, 083009, 10.1103/PhysRevD.87.083009
2013 doi
-
[51]
2020, Astrophys
Pogosian, L., Zhao, G.-B., & Jedamzik, K. 2020, Astrophys. J. Lett., 904, L17, 10.3847/2041-8213/abc6a8
2020 doi
-
[53]
L., Karwal, T., & Kamionkowski, M
Poulin, V., Smith, T. L., Karwal, T., & Kamionkowski, M. 2019, Phys. Rev. Lett., 122, 221301, 10.1103/PhysRevLett.122.221301
2019 doi
-
[54]
1964, , 128, 307, 10.1093/mnras/128.4.307
Refsdal , S. 1964, , 128, 307, 10.1093/mnras/128.4.307
1964 doi
-
[55]
J., et al
Rest , A., Scolnic , D., Foley , R. J., et al. 2014, , 795, 44, 10.1088/0004-637X/795/1/44
2014 doi
-
[56]
2019, Phys
Rezaei, M., Malekjani, M., & Sola, J. 2019, Phys. Rev. D, 100, 023539, 10.1103/PhysRevD.100.023539
2019 doi
-
[57]
G., et al
Riess, A. G., et al. 2022, Astrophys. J. Lett., 934, L7, 10.3847/2041-8213/ac5c5b
2022 doi
-
[58]
E., et al
Rusu, C. E., et al. 2020, Mon. Not. Roy. Astron. Soc., 498, 1440, 10.1093/mnras/stz3451
2020 doi
-
[59]
2014, , 795, 45, 10.1088/0004-637X/795/1/45
Scolnic , D., Rest , A., Riess , A., et al. 2014, , 795, 45, 10.1088/0004-637X/795/1/45
2014 doi
-
[60]
2022, Astrophys
Scolnic, D., et al. 2022, Astrophys. J., 938, 113, 10.3847/1538-4357/ac8b7a
2022 doi
-
[61]
M., Jones , D
Scolnic , D. M., Jones , D. O., Rest , A., et al. 2018, , 859, 101, 10.3847/1538-4357/aab9bb
2018 doi
-
[62]
2021, Astron
Shah, P., Lemos, P., & Lahav, O. 2021, Astron. Astrophys. Rev., 29, 9, 10.1007/s00159-021-00137-4
2021 doi
-
[63]
J., Best, N
Spiegelhalter, D. J., Best, N. G., Carlin, B. P., & Van Der Linde, A. 2002, Journal of the Royal Statistical Society Series B: Statistical Methodology, 64, 583, 10.1111/1467-9868.00353
2002
-
[64]
H., Marshall , P
Suyu , S. H., Marshall , P. J., Auger , M. W., et al. 2010, , 711, 201, 10.1088/0004-637X/711/1/201
2010 doi
- [65]
- [66]
-
[67]
H., Bonvin, V., Courbin, F., et al
Suyu, S. H., Bonvin, V., Courbin, F., et al. 2017, Monthly Notices of the Royal Astronomical Society, 468, 2590, 10.1093/mnras/stx483
2017 doi
-
[68]
H., Komatsu, E., et al
Taubenberger, S., Suyu, S. H., Komatsu, E., et al. 2019, Astron. Astrophys., 628, L7, 10.1051/0004-6361/201935980
2019 doi
-
[69]
A., et al
Treu , T., Agnello , A., Baumer , M. A., et al. 2018, , 481, 1041, 10.1093/mnras/sty2329
2018 doi
- [70]
-
[72]
2019, , 486, 5046, 10.1093/mnras/stz1163
Wojtak , R., & Agnello , A. 2019, , 486, 5046, 10.1093/mnras/stz1163
2019 doi
-
[73]
C., et al
Wong, K. C., et al. 2017, Mon. Not. Roy. Astron. Soc., 465, 4895, 10.1093/mnras/stw3077
2017 doi
- [74]
-
[75]
Yang, T., Banerjee, A., & Colg\'ain, E. O. 2020, Phys. Rev. D, 102, 123532, 10.1103/PhysRevD.102.123532
2020 doi
-
[76]
2021, Physical Review D, 104, 10.1103/physrevd.104.063521
Yang, W., Di Valentino, E., Pan, S., Shafieloo, A., & Li, X. 2021, Physical Review D, 104, 10.1103/physrevd.104.063521
2021 doi
-
[77]
2023, Astrophys
Zhang, K., Zhou, T., Xu, B., Huang, Q., & Yuan, Y. 2023, Astrophys. J., 957, 5, 10.3847/1538-4357/acee6e
2023 doi
-
[78]
2017, Nature Astron., 1, 627, 10.1038/s41550-017-0216-z
Zhao, G.-B., et al. 2017, Nature Astron., 1, 627, 10.1038/s41550-017-0216-z
2017 doi
Reviewed August 16, 2026 · model on record in the stance chip above.
Discussion (0). Continue with ORCID to comment.