REVIEW 3 major objections 5 minor 1 cited by
A dark energy parameterization independent constraint of the spatial curvature $\Omega_K$
T0 review · 3 major / 5 minor · reviewed 2026-08-12 · deepseek-v4-flash
Pith's one-line read A three-parameter rational function for the comoving radial distance, fit to distance and Hubble-rate data, measures the spatial curvature $\Omega_K$ without assuming a dark energy model.
desk verdict A genuinely useful new distance parameterization with an analytic H(z), but the 'dark-energy-model-independent' claim overshoots what the tests actually cover, and the abstract misstates the validated w range. 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 load-bearing object is the three-parameter rational parameterization of the comoving radial distance (Eq. 2.9). It uses only $H_0$ and two shape parameters $A$ and $B$, approaches $cz/H_0$ at low redshift and a finite constant at high redshift, and has an analytic derivative that gives $H(z)$, avoiding numerical integration in the fit. The curvature $\Omega_K$ is then connected to the data through $\sin_K(\chi)$ in Eq. (2.5), so combining $D_H$ and $D_M$ (or $D_L$) measurements breaks the degeneracy between curvature and dark energy.
What would settle it
Generate mock BAO, supernova, and OHD data from a fiducial cosmology with a non-constant dark energy equation of state, such as $w(z) = -1 + w_a z/(1+z)$ with $w_a\neq 0$ or an early-dark-energy model, at DESI-level precision; fit Eq. (2.9) and check whether the recovered $\Omega_K$ is biased by more than the statistical error. If it is, the parameterization is not dark-energy-model-independent.
Extended reading notes
Core claim
The central discovery is that the three-parameter ansatz for $\chi(z)$ in Eq. (2.9), $\chi(z) = \frac{c}{H_0}\frac{z + AB[(1+z)^{3/2} - \frac{3}{2}z - 1]}{1 + B[(1+z)^{3/2} - 1]}$, is flexible enough to reproduce the distance-redshift relation of wCDM models to sub-percent accuracy over the redshifts probed by current and future BAO surveys, and the recovered $\Omega_K$ is unbiased in all mock cases tested. Because $H(z)$ follows from differentiating the same formula, the model can be fit directly to $D_H$, $D_M$, and $D_L$ data; curvature enters through the FRW relation $D_M = c\, \sin_K(\chi)$. Applied to the data, the fit returns a flat universe, with the BAO data providing most of the constraining power.
Load-bearing premise
The three-parameter formula for the comoving distance is assumed to be flexible enough to describe the real expansion history out to redshift 2.3, even though the mock validation covers only constant-w dark energy models with $w$ between $-1.3$ and $-0.7$ (the abstract's broader claim of $-1.3<w<1.3$ is not backed by the appendix).
Editorial extensions
If this is right
- Combining distance and Hubble-rate data through Eq. (2.9) constrains $\Omega_K$ without assuming $\Lambda$CDM, wCDM, or any specific dark energy equation of state.
- With SDSS BAO, Pantheon+ supernovae, and OHD the fit returns $\Omega_K = -0.01 \pm 0.09$, consistent with a flat universe and independent of CMB data.
- Replacing SDSS BAO with DESI year-one BAO gives $\Omega_K = 0.06 \pm 0.08$, matching the DESI survey's model-dependent constraints and exposing a difference between the two BAO data sets.
- The full DESI BAO survey is forecast to constrain $\Omega_K$ to $\sigma \approx 0.03$ on its own, making the method a competitive late-universe flatness test.
- The same fit also constrains $H_0$ and the sound horizon $r_d$, and the parameterization can be reused for other quantities such as the horizon radius.
Reading between the lines
- A direct extension would apply the same fitting scheme to gravitational-wave standard sirens or other distance indicators; that would test how robust the $\Omega_K$ result is to systematic errors in the supernova and BAO data.
- The model-independence claim is only as broad as the validation: the appendix covers constant-w dark energy with $w$ in $[-1.3,-0.7]$, so using Eq. (2.9) on data with a sharply evolving equation of state (e.g., early dark energy) would need a dedicated mock test before trusting the recovered $\Omega_K$.
- If the full DESI forecast holds, the method can cross-check the curvature tension without invoking CMB or local $H_0$ measurements, sharpening the discussion of closed-universe hints.
- Because $\chi(z)$ approaches a finite value as $z\to\infty$, the same parameterization could define a model-independent measure of the comoving horizon radius, a direction the paper mentions but does not develop.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The paper proposes a three-parameter analytic ansatz for the comoving radial distance chi(z) (Eq. 2.9) and combines it with BAO, Pantheon+ SNe Ia, and OHD data to constrain the spatial curvature Omega_K in a way that does not require specifying a dark energy equation of state. The authors validate the ansatz on mock wCDM data in Appendix A, report Omega_K = -0.01 +/- 0.09 for SDSS BAO + Pantheon+ + OHD and Omega_K = 0.06 +/- 0.08 after replacing SDSS BAO with DESI year-one BAO, and forecast sigma(Omega_K) ~ 0.03 for the full DESI BAO survey.
Significance. The paper offers a simple, computationally cheap parameterization and gives a concrete demonstration that Omega_K can be constrained without assuming a particular dark energy model, conditional on the ansatz being sufficiently flexible. The mock tests for constant-w wCDM show unbiased Omega_K recovery, and the reported constraints are competitive with existing late-universe analyses. If the ansatz were validated against a much broader family of expansion histories, the method would be a useful cross-check on the flatness of the universe in an era of increasingly precise BAO data.
major comments (3)
- [App. A] The central claim that Eq. (2.9) gives a dark-energy-model-independent Omega_K constraint rests on the flexibility of the two shape parameters A and B, but the validation in Appendix A covers only the constant-w wCDM family with w in [-1.3, -0.7] (Table 5, Figs. 6-8). The abstract states the parameterization is tested against equations of state in the range -1.3 < w < 1.3, and Sec. 2.2 claims -1.3 < w < 0.7; neither range is actually tested in the appendix. No time-varying equation of state (e.g., CPL w0-wa, early dark energy, or a low-redshift transition) is tested, so it remains possible that a real H(z) with features outside the constant-w family is absorbed into A and B, biasing Omega_K through the sin_K(chi) relation in Eq. (2.5). I recommend validating against a suite of w(z) models and synthetic H(z) curves with features in the observed redshift range, and reporting the maximum bias in Omega_K.
- [Secs. 3.1 and 4] The BAO likelihood ignores the published covariances between DM/rd and DH/rd and between redshift bins. For SDSS BAO (Table 1), the two entries at z=2.33 come from overlapping Lyman-alpha forest auto- and cross-correlations and are correlated; for DESI BAO (Table 2), the DESI collaboration provides a covariance matrix for the BAO measurements. The paper also does not state whether the Pantheon+ covariance matrix is used for the SNe Ia data. Since BAO dominates the Omega_K constraint (Fig. 1) and the quoted 1-sigma errors are 0.08-0.10, the effect of including these covariances should be quantified before the central constraint is considered robust.
- [Sec. 4 and Figs. 3, 5] The paper does not report a goodness-of-fit statistic for the real-data fits. The conclusion that the proposed parameterization describes the current data is supported mainly by visual agreement in Figs. 3 and 5, which is not sufficient to judge whether the ansatz is statistically acceptable. Reporting chi^2/dof (or the equivalent) for the SDSS BAO and DESI BAO fits would allow the reader to assess whether the ansatz leaves significant residuals that could bias Omega_K.
minor comments (5)
- [Throughout] The phrase 'distance module' should be 'distance modulus' (Eqs. 2.7, 2.8 and throughout the text).
- [Sec. 3.1] In the description of the SDSS BAO sample, 'SDSS-VI eBOSS' should be 'SDSS-IV eBOSS' in both occurrences.
- [Captions of Figs. 2 and 4] The captions refer to 'Patheon+ SNe Ia' and 'Patheon+'; the correct name is 'Pantheon+'.
- [Sec. 5] In the conclusion, 'Using our model, We expect' should have a lowercase 'we'.
- [Sec. 4.1] The phrase 'the z <1.0 data points' should include a space after the inequality, i.e., 'z < 1.0'.
Circularity Check
No circular derivation: Ω_K is an independent free parameter entering through the FRW distance relation, and the parameterization is validated on external mocks.
full rationale
The central constraint Ω_K comes from fitting Eq. (2.5), D_M = (c/H0) sin_K(χ), with χ given by the three-parameter ansatz Eq. (2.9). Ω_K is not defined in terms of A or B, and no fitted quantity is renamed as a prediction. The ansatz is an explicit modeling choice, not a result imported from a self-citation. The mock validation in Appendix A is independent of the paper's data analysis and uses fiducial wCDM cosmologies; recovering the input Ω_K in mocks is a genuine consistency test, not a tautology. The only flagged issue is an internal inconsistency in the claimed validation range: the abstract states mocks span −1.3 < w < 1.3, while Appendix A says w ∈ [−1.3, −0.7] and §2.2 says −1.3 < w < 0.7. This is a limitation of the generality claim for the ansatz (a correctness risk), not a circular step, because the Ω_K inference itself does not reduce to the validation input. No load-bearing self-citations, imported uniqueness arguments, or definitional equivalences were found.
Assumptions & free parameters
free parameters (5)
- A =
fitted (e.g., ~2.9 in w=-1.1 mock)
- B =
fitted (e.g., ~0.5-1.5 in mocks)
- H0 =
fitted (~67 km/s/Mpc)
- rd =
fitted (~146 Mpc)
- μ0 =
fitted (~25)
assumptions (4)
- domain assumption Friedmann-Robertson-Walker metric describes the large-scale geometry of the universe (Eq. 2.1)
- standard math Distance duality D_L = (1+z) D_M holds
- ad hoc to paper The three-parameter form of χ(z) in Eq. 2.9 captures the true expansion history over the fitted redshift range
- domain assumption BAO measurements provide D_M/r_d and D_H/r_d with negligible correlation between effective-redshift points
Cite this review
Pith. "Pith review of A dark energy parameterization independent constraint of the spatial curvature $\Omega_K$." pith.science (2026). https://pith.science/paper/23BLL7Y7
@misc{pith2026241108498,
author = {Pith},
title = {Pith review of: A dark energy parameterization independent constraint of the spatial curvature $\Omega_K$},
year = {2026},
howpublished = {\url{https://pith.science/paper/23BLL7Y7}},
note = {Machine review of arXiv:2411.08498}
}
abstract
Determining the spatial curvature $\Omega_K$ of the Universe has long been crucial in cosmology. In practice, this effort is often entangled with assumptions of dark energy. A combination of distance ($D_{\rm M}$, $D_{\rm L}$) and expansion rate ($H(z)$) measurements can break this degeneracy. However, fitting against discrete data points requires parameterizations of distance and expansion rate as functions of redshifts, which often induces cosmological model dependence. In this work, we propose a new dark energy model-independent parameterization of the cosmological comoving radial distance $\chi$. Fitting data combining distance ($D_{\rm M}$, $D_{\rm L}$) and Hubble parameter (or equivalently $D_H$) measurements, we are then able to obtain $\Omega_K$ in a dark energy model-independent manner. We test this parameterization and the associated fitting scheme with mock data generated with a wide range of fiducial dark energy equations of state ($-1.3<w<1.3$), finding that the best-fit $\Omega_K$ is always unbiased. Then we combine SDSS Baryon Acoustic Oscillation (BAO), Pantheon+ sample of Type Ia Supernovae (SNe Ia), and Observational Hubble Data (OHD) to constrain $\Omega_K$. We find a flat universe with $\Omega_K=-0.01\pm 0.09$. Most constraining power is contributed by SDSS BAO, with the BAO-alone constraint $\Omega_K=-0.03 \pm 0.10$. When replacing SDSS BAO with DESI year-one BAO measurement, we obtain $\Omega_K=0.06 \pm 0.08$. With the full DESI BAO data alone, we forecast $\sigma(\Omega_K)\sim 0.03$. Our result verifies the flatness of the universe free of dark energy modeling, and the proposed parameterization would be useful for future investigation of $\Omega_K$ and other parameters of interest, such as the horizon radius.
Forward citations
Cited by 1 Pith paper
-
Determination of cosmic curvature independent of the sound horizon and $H_0$ using BOSS/eBOSS and DESI DR1 BAO observations
Using BOSS/eBOSS and DESI DR1 BAO data plus cosmic chronometers, the authors obtain Omega_K = -0.040 (+0.142 / -0.145) with Gaussian-process reconstruction, consistent with a flat universe.
Reference graph
Works this paper leans on
-
[1]
A.H. Guth, Inflationary universe: A possible solution to the horizon and flatness problems , Physical Review D 23 (1981) 347
work page 1981
-
[2]
Linde, A new inflationary universe scenario: A possible solution of the horizon, flatness, homogeneity, isotropy and primordial monopole problems , Physics Letters B 108 (1982) 389
A.D. Linde, A new inflationary universe scenario: A possible solution of the horizon, flatness, homogeneity, isotropy and primordial monopole problems , Physics Letters B 108 (1982) 389
1982
-
[3]
C.B. Netterfield, P.A.R. Ade, J.J. Bock, J.R. Bond, J. Borrill, A. Boscaleri et al., A measurement by boomerang of multiple peaks in the angular power spectrum of the cosmic microwave background, The Astrophysical Journal 571 (2002) 604–614
work page 2002
- [4]
-
[5]
P. de Bernardis, P.A.R. Ade, J.J. Bock, J.R. Bond, J. Borrill, A. Boscaleri et al., A flat universe from high-resolution maps of the cosmic microwave background radiation , Nature 404 (2000) 955–959
work page 2000
-
[6]
Constraints on Cosmological Parameters from MAXIMA-1
A. Balbi, P. Ade, J. Bock, J. Borrill, A. Boscaleri, P. De Bernardis et al., Erratum: Constraints on Cosmological Parameters from MAXIMA-1 , The Astrophysical Journal Letters 558 (2001) L145 [astro-ph/0005124]
work page Pith review arXiv 2001
-
[7]
A.H. Jaffe, P.A.R. Ade, A. Balbi, J.J. Bock, J.R. Bond, J. Borrill et al., Cosmology from maxima-1, boomerang, and cobe dmr cosmic microwave background observations , Physical Review Letters 86 (2001) 3475
work page 2001
-
[8]
S. Alam, M. Aubert, S. Avila, C. Balland, J.E. Bautista, M.A. Bershady et al., Completed SDSS-IV extended Baryon Oscillation Spectroscopic Survey: Cosmological implications from two decades of spectroscopic surveys at the Apache Point Observatory , Physical Review D 103 (2021) 083533 [ 2007.08991]
arXiv 2021
Show all 54 references
-
[9]
Aghanim, Y
Planck Collaboration, N. Aghanim, Y. Akrami, M. Ashdown, J. Aumont, C. Baccigalupi et al., Planck 2018 results. VI. Cosmological parameters , Astronomy & Astrophysics 641 (2020) A6 [1807.06209]
2020 arXiv
-
[10]
Anselmi, M.F
S. Anselmi, M.F. Carney, J.T. Giblin, S. Kumar, J.B. Mertens, M. O’Dwyer et al., What is flat λcdm, and may we choose it? , Journal of Cosmology and Astroparticle Physics 2023 (2023) 049
2023
-
[11]
J.R. Bond, G. Efstathiou and M. Tegmark, Forecasting cosmic parameter errors from microwave background anisotropy experiments, Monthly Notices of the Royal Astronomical Society 291 (1997) L33 [ astro-ph/9702100]
1997 arXiv
-
[12]
Zaldarriaga, D.N
M. Zaldarriaga, D.N. Spergel and U. Seljak, Microwave Background Constraints on Cosmological Parameters, The Astrophysical Journal 488 (1997) 1 [ astro-ph/9702157]
1997 arXiv
-
[13]
Planck Collaboration, P.A.R. Ade, N. Aghanim, M. Arnaud, M. Ashdown, J. Aumont et al., Planck 2015 results. XIII. Cosmological parameters , Astronomy & Astrophysics 594 (2016) A13 [1502.01589]
2016 arXiv
-
[14]
Handley, Curvature tension: Evidence for a closed universe , Physical Review D 103 (2021) L041301 [1908.09139]
W. Handley, Curvature tension: Evidence for a closed universe , Physical Review D 103 (2021) L041301 [1908.09139]
2021 arXiv
-
[15]
Vagnozzi, E
S. Vagnozzi, E. Di Valentino, S. Gariazzo, A. Melchiorri, O. Mena and J. Silk, The galaxy power spectrum take on spatial curvature and cosmic concordance , Physics of the Dark Universe 33 (2021) 100851 [ 2010.02230]
2021 arXiv
-
[16]
Vagnozzi, A
S. Vagnozzi, A. Loeb and M. Moresco, Eppur ` e piatto? The Cosmic Chronometers Take on Spatial Curvature and Cosmic Concordance , The Astrophysical Journal 908 (2021) 84 [2011.11645]. – 14 –
2021 arXiv
-
[17]
Dhawan, J
S. Dhawan, J. Alsing and S. Vagnozzi, Non-parametric spatial curvature inference using late-Universe cosmological probes, Monthly Notices of the Royal Astronomical Society 506 (2021) L1 [ 2104.02485]
2021 arXiv
-
[18]
Riess, S
A.G. Riess, S. Casertano, W. Yuan, L.M. Macri and D. Scolnic, Large Magellanic Cloud Cepheid Standards Provide a 1% Foundation for the Determination of the Hubble Constant and Stronger Evidence for Physics beyond ΛCDM, The Astrophysical Journal 876 (2019) 85 [1903.07603]
2019 arXiv
-
[19]
Riess, W
A.G. Riess, W. Yuan, L.M. Macri, D. Scolnic, D. Brout, S. Casertano et al., A Comprehensive Measurement of the Local Value of the Hubble Constant with 1 km s −1 Mpc−1 Uncertainty from the Hubble Space Telescope and the SH0ES Team , The Astrophysical Journal Letters 934 (2022) ...
2022 arXiv
-
[20]
Clarkson, B
C. Clarkson, B. Bassett and T.H.-C. Lu, A General Test of the Copernican Principle , Physical Review Letters 101 (2008) 011301 [ 0712.3457]
2008 arXiv
-
[21]
Dossett and M
J.N. Dossett and M. Ishak, Spatial curvature and cosmological tests of general relativity , Physical Review D 86 (2012) 103008 [ 1205.2422]
2012 arXiv
-
[22]
Catto¨ en and M
C. Catto¨ en and M. Visser,The Hubble series: convergence properties and redshift variables , Classical and Quantum Gravity 24 (2007) 5985 [ 0710.1887]
2007 arXiv
-
[23]
Shafieloo, Crossing statistic: reconstructing the expansion history of the universe , Journal of Cosmology and Astroparticle Physics 2012 (2012) 002 [ 1204.1109]
A. Shafieloo, Crossing statistic: reconstructing the expansion history of the universe , Journal of Cosmology and Astroparticle Physics 2012 (2012) 002 [ 1204.1109]
2012 arXiv
-
[24]
Aviles, C
A. Aviles, C. Gruber, O. Luongo and H. Quevedo, Constraints from Cosmography in various parameterizations, arXiv e-prints (2013) arXiv:1301.4044 [ 1301.4044]
2013 arXiv
-
[25]
Capozziello, R
S. Capozziello, R. D’Agostino and O. Luongo, High-redshift cosmography: auxiliary variables versus Pad´ e polynomials, Monthly Notices of the Royal Astronomical Society 494 (2020) 2576 [2003.09341]
2020 arXiv
-
[26]
E.-K. Li, M. Du and L. Xu, General cosmography model with spatial curvature , Monthly Notices of the Royal Astronomical Society 491 (2020) 4960 [ 1903.11433]
2020 arXiv
-
[27]
Zhang, T
K. Zhang, T. Zhou, B. Xu, Q. Huang and Y. Yuan, Joint Constraints on the Hubble Constant, Spatial Curvature, and Sound Horizon from the Late-time Universe with Cosmography , The Astrophysical Journal 957 (2023) 5 [ 2310.16512]
2023 arXiv
-
[28]
Scolnic, D
D. Scolnic, D. Brout, A. Carr, A.G. Riess, T.M. Davis, A. Dwomoh et al., The Pantheon+ Analysis: The Full Data Set and Light-curve Release , The Astrophysical Journal 938 (2022) 113 [2112.03863]
2022 arXiv
-
[29]
Jimenez, L
R. Jimenez, L. Verde, T. Treu and D. Stern, Constraints on the Equation of State of Dark Energy and the Hubble Constant from Stellar Ages and the Cosmic Microwave Background , The Astrophysical Journal 593 (2003) 622 [ astro-ph/0302560]
2003 arXiv
-
[30]
Simon, L
J. Simon, L. Verde and R. Jimenez, Constraints on the redshift dependence of the dark energy potential, Physical Review D 71 (2005) 123001 [ astro-ph/0412269]
2005 arXiv
-
[31]
Stern, R
D. Stern, R. Jimenez, L. Verde, M. Kamionkowski and S.A. Stanford, Cosmic chronometers: constraining the equation of state of dark energy. I: H(z) measurements , Journal of Cosmology and Astroparticle Physics 2010 (2010) 008 [ 0907.3149]
2010 arXiv
-
[32]
Moresco, L
M. Moresco, L. Verde, L. Pozzetti, R. Jimenez and A. Cimatti, New constraints on cosmological parameters and neutrino properties using the expansion rate of the Universe to z ˜1.75, Journal of Cosmology and Astroparticle Physics 2012 (2012) 053 [ 1201.6658]
2012 arXiv
-
[33]
Zhang, H
C. Zhang, H. Zhang, S. Yuan, S. Liu, T.-J. Zhang and Y.-C. Sun, Four new observational H(z) data from luminous red galaxies in the Sloan Digital Sky Survey data release seven , Research in Astronomy and Astrophysics 14 (2014) 1221 [ 1207.4541]. – 15 –
2014 arXiv
-
[34]
Moresco, Raising the bar: new constraints on the Hubble parameter with cosmic chronometers at z ˜2., Monthly Notices of the Royal Astronomical Society 450 (2015) L16 [1503.01116]
M. Moresco, Raising the bar: new constraints on the Hubble parameter with cosmic chronometers at z ˜2., Monthly Notices of the Royal Astronomical Society 450 (2015) L16 [1503.01116]
2015 arXiv
-
[35]
Moresco, L
M. Moresco, L. Pozzetti, A. Cimatti, R. Jimenez, C. Maraston, L. Verde et al., A 6% measurement of the Hubble parameter at z ˜0.45: direct evidence of the epoch of cosmic re-acceleration, Journal of Cosmology and Astroparticle Physics 2016 (2016) 014 [1601.01701]
2016 arXiv
-
[36]
Ratsimbazafy, S.I
A.L. Ratsimbazafy, S.I. Loubser, S.M. Crawford, C.M. Cress, B.A. Bassett, R.C. Nichol et al., Age-dating luminous red galaxies observed with the Southern African Large Telescope , Monthly Notices of the Royal Astronomical Society 467 (2017) 3239 [ 1702.00418]
2017 arXiv
-
[37]
Borghi, M
N. Borghi, M. Moresco and A. Cimatti, Toward a Better Understanding of Cosmic Chronometers: A New Measurement of H(z) at z 0.7 , The Astrophysical Journal Letters 928 (2022) L4 [ 2110.04304]
2022 arXiv
-
[38]
K. Jiao, N. Borghi, M. Moresco and T.-J. Zhang, New Observational H(z) Data from Full-spectrum Fitting of Cosmic Chronometers in the LEGA-C Survey , The Astrophysical Journal Supplement Series 265 (2023) 48 [ 2205.05701]
2023 arXiv
-
[39]
Adame, J
DESI Collaboration, A.G. Adame, J. Aguilar, S. Ahlen, S. Alam, D.M. Alexander et al., DESI 2024 III: Baryon Acoustic Oscillations from Galaxies and Quasars , arXiv e-prints (2024) arXiv:2404.03000 [2404.03000]
2024 arXiv
-
[40]
Adame, J
DESI Collaboration, A.G. Adame, J. Aguilar, S. Ahlen, S. Alam, D.M. Alexander et al., DESI 2024 IV: Baryon Acoustic Oscillations from the Lyman Alpha Forest , arXiv e-prints (2024) arXiv:2404.03001 [2404.03001]
2024 arXiv
-
[41]
Adame, J
DESI Collaboration, A.G. Adame, J. Aguilar, S. Ahlen, S. Alam, D.M. Alexander et al., DESI 2024 VI: Cosmological Constraints from the Measurements of Baryon Acoustic Oscillations , arXiv e-prints (2024) arXiv:2404.03002 [ 2404.03002]
2024 arXiv
-
[42]
S. Alam, M. Ata, S. Bailey, F. Beutler, D. Bizyaev, J.A. Blazek et al., The clustering of galaxies in the completed SDSS-III Baryon Oscillation Spectroscopic Survey: cosmological analysis of the DR12 galaxy sample , Monthly Notices of the Royal Astronomical Society 470 (2017) ...
2017 arXiv
-
[43]
Gil-Mar ´ ın, J.E
H. Gil-Mar ´ ın, J.E. Bautista, R. Paviot, M. Vargas-Maga˜ na, S. de la Torre, S. Fromenteau et al., The Completed SDSS-IV extended Baryon Oscillation Spectroscopic Survey: measurement of the BAO and growth rate of structure of the luminous red galaxy sample from the anisotrop...
2020 arXiv
-
[44]
Neveux, E
R. Neveux, E. Burtin, A. de Mattia, A. Smith, A.J. Ross, J. Hou et al., The completed SDSS-IV extended Baryon Oscillation Spectroscopic Survey: BAO and RSD measurements from the anisotropic power spectrum of the quasar sample between redshift 0.8 and 2.2 , Monthly Notices of t...
2020
-
[45]
du Mas des Bourboux, J
H. du Mas des Bourboux, J. Rich, A. Font-Ribera, V. de Sainte Agathe, J. Farr, T. Etourneau et al., The Completed SDSS-IV Extended Baryon Oscillation Spectroscopic Survey: Baryon Acoustic Oscillations with Ly α Forests, The Astrophysical Journal 901 (2020) 153 [2007.08995]
2020 arXiv
-
[46]
Scolnic, D.O
D.M. Scolnic, D.O. Jones, A. Rest, Y.C. Pan, R. Chornock, R.J. Foley et al., The Complete Light-curve Sample of Spectroscopically Confirmed SNe Ia from Pan-STARRS1 and Cosmological Constraints from the Combined Pantheon Sample , The Astrophysical Journal 859 (2018) 101 [ 1710.00845]
2018 arXiv
-
[47]
Foreman-Mackey, D.W
D. Foreman-Mackey, D.W. Hogg, D. Lang and J. Goodman, emcee: The MCMC Hammer , Publications of the Astronomical Society of the Pacific 125 (2013) 306 [ 1202.3665]. – 16 –
2013 arXiv
-
[48]
Adame, J
DESI Collaboration, A.G. Adame, J. Aguilar, S. Ahlen, S. Alam, G. Aldering et al., Validation of the Scientific Program for the Dark Energy Spectroscopic Instrument , The Astronomical Journal 167 (2024) 62 [ 2306.06307]
2024 arXiv
-
[49]
Jiang, D
J.-Q. Jiang, D. Pedrotti, S.S. da Costa and S. Vagnozzi, Nonparametric late-time expansion history reconstruction and implications for the Hubble tension in light of recent DESI and type Ia supernovae data , Physical Review D 110 (2024) 123519 [ 2408.02365]
2024 arXiv
-
[50]
Stevens, H
J. Stevens, H. Khoraminezhad and S. Saito, Constraining the spatial curvature with cosmic expansion history in a cosmological model with a non-standard sound horizon , Journal of Cosmology and Astroparticle Physics 2023 (2023) 046 [ 2212.09804]
2023 arXiv
-
[51]
Harris, K.J
C.R. Harris, K.J. Millman, S.J. van der Walt, R. Gommers, P. Virtanen, D. Cournapeau et al., Array programming with NumPy, Nature 585 (2020) 357 [ 2006.10256]
2020 arXiv
-
[52]
Hunter, Matplotlib: A 2D Graphics Environment , Computing in Science and Engineering 9 (2007) 90
J.D. Hunter, Matplotlib: A 2D Graphics Environment , Computing in Science and Engineering 9 (2007) 90
2007
-
[53]
Virtanen, R
P. Virtanen, R. Gommers, T.E. Oliphant, M. Haberland, T. Reddy, D. Cournapeau et al., SciPy 1.0: fundamental algorithms for scientific computing in Python , Nature Methods 17 (2020) 261 [ 1907.10121]
2020 arXiv
-
[54]
Foreman-Mackey, corner.py: Scatterplot matrices in Python , The Journal of Open Source Software 1 (2016) 24
D. Foreman-Mackey, corner.py: Scatterplot matrices in Python , The Journal of Open Source Software 1 (2016) 24. – 17 –
2016
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