The 2014 'standard rulers, candles, and clocks' analysis of Heavens, Jimenez & Verde measured the baryon acoustic oscillation (BAO) ruler length and the recent expansion history from low-redshift data under only minimal assumptions — homogeneity and isotropy, a metric theory of gravity, a smooth expansion history, and the existence of standard candles and a standard ruler — and explicitly flagged what remained open: curvature was constrained only weakly, a test for a redshift-evolving distortion of the observed ruler gave a null result with uncertainty ±8\pm 8 Mpc per unit redshift, and the absolute ruler scale required external calibrators. A decade of follow-up work — SNe+clocks, strong-lensing, and cosmographic curvature estimates; Lyman-alpha and DESI-era BAO; late-time determinations of the sound horizon — has improved each piece but left the cores open: model-independent curvature still sits at σ(Ωk)∼0.15\sigma(\Omega_k)\sim 0.15–0.30.3 versus ∼0.002\sim 0.002 for model-dependent Planck analyses, late-time determinations of the ruler scale remain at 2.5–4% versus 0.4%, and the explicit redshift-stability test of the ruler has not been repeated with modern data. The problem asks for a complete model-minimal calibration of the low-redshift Universe — curvature, ruler stability, and absolute ruler scale — precise enough to test, rather than presume, the standard cosmological model.

Background

The baryon acoustic oscillation (BAO) feature is a preferred clustering scale in the large-scale distribution of galaxies, imprinted by sound waves in the pre-recombination photon–baryon plasma; its comoving length is normally identified with the sound horizon at radiation drag (the epoch zdz_d at which baryons are released from the photon plasma), rd=∫∞zdcs(z)/H(z) dzr_d=\int_{\infty}^{z_d}c_s(z)/H(z)\,dz, where csc_s is the plasma sound speed and H(z)H(z) the expansion rate. Because rdr_d is set by early-Universe physics at z≳1000z\gtrsim 1000, the measured BAO scale, combined with Type Ia supernovae (SNe Ia; 'standard candles' whose luminosity distances calibrate the distance–redshift relation) and 'standard clocks' (differential ages of passively evolving galaxies, which yield H(z)H(z)), ties late-time geometry to early-Universe physics. Heavens, Jimenez & Verde (2014) asked how much can be measured from low-redshift data (z≲1.3z\lesssim 1.3) under only four minimal assumptions: the cosmological principle (homogeneity and isotropy, i.e., a Friedmann–Lemaître–Robertson–Walker metric), a metric theory of gravity (so luminosity and angular-diameter distances obey distance duality), a smooth expansion history H(z)H(z), and the existence of standard candles and a standard BAO ruler — with the supernova absolute magnitude and the ruler length left as free parameters. Parametrizing H(z)H(z) by piecewise-linear interpolation and fitting SNe Ia and BAO (optionally plus galaxy clocks and/or a local H0H_0 prior), they measured the ruler length rd=103.9±2.3 h−1r_d=103.9\pm 2.3\,h^{-1} Mpc without a cosmological model for the first time (versus the model-dependent Planck-Λ\LambdaCDM prediction 99.3±2.1 h−199.3\pm 2.1\,h^{-1} Mpc, where Λ\LambdaCDM is the cold-dark-matter-plus-cosmological-constant model and h≡H0/(100 km s−1 Mpc−1)h\equiv H_0/(100\,\mathrm{km\,s^{-1}\,Mpc^{-1}})), obtained the absolute scale rd=142.8±3.7r_d=142.8\pm 3.7 Mpc only when external anchors were added, and constrained curvature only weakly. Curvature enters through the inverse curvature radius κ=c/(R0H0)\kappa=c/(R_0H_0), where R0R_0 is the present-day radius of curvature of the FLRW metric; in general relativity Ωk=±κ2\Omega_k=\pm\kappa^2 is the usual curvature density parameter, but the model-minimal analysis constrains κ\kappa without assuming general relativity. The authors explicitly acknowledged the open limitations that define this problem: the curvature constraint is weak; a test for a redshift-evolving distortion of the observed ruler (from nonlinear structure growth, redshift-space distortions — apparent radial shifts of galaxy positions caused by their peculiar velocities — or other late-time physics) gave only 0±80\pm 8 Mpc per unit redshift; some input BAO measurements use reconstruction — a procedure that sharpens the BAO peak by undoing large-scale bulk flows under an assumption of Newtonian gravity; the absolute ruler scale depends on external calibrators (clocks, local H0H_0); and the inference of the effective number of relativistic species NeffN_{\rm eff} (the count of relativistic degrees of freedom in the early Universe; the source obtained Neff=3.53±0.32N_{\rm eff}=3.53\pm 0.32) assumes the measured ruler is the early-Universe sound horizon. Subsequent work sharpened pieces of this program but not its cores: a sequel with SDSS-III DR12 data measured the ruler at the 2% level yet still with σ(Ωk)∼0.3\sigma(\Omega_k)\sim 0.3–0.40.4; model-independent curvature estimates from SNe plus clocks, strong-lensing time delays, and cosmography (expanding the distance–redshift relation as a power series in redshift rather than assuming a model) remain at σ(Ωk)∼0.15\sigma(\Omega_k)\sim 0.15–0.30.3, roughly two orders of magnitude above the model-dependent Planck-Λ\LambdaCDM constraint (σ(Ωk)≈0.002\sigma(\Omega_k)\approx 0.002); late-time determinations of rdr_d without a CMB anchor reach only 2.5–4% versus 0.4% for Planck; and the explicit redshift-gradient test of the ruler has not been repeated with modern data. Meanwhile the model-dependent side is itself contested — a 2.5–3σ 'curvature tension' between Planck CMB lensing and BAO, and the preference of DESI DR2 BAO combined with the CMB for evolving dark energy — which makes an assumption-lean geometric determination of the low-redshift Universe a benchmark rather than a redundant exercise.

Problem Statement

Determine, from low-redshift observations — BAO, SNe Ia, and standard clocks or other late-time calibrators such as strong-lensing time delays (arrival-time differences between the multiple images of a gravitationally lensed source) or standard-siren distances (luminosity distances from gravitational-wave events) — under only the minimal assumptions of the source analysis (the cosmological principle, a metric theory of gravity, a smooth expansion history, and the existence of standard candles and a standard ruler) the geometry and calibration of the low-redshift Universe, to the point where each result tests rather than presumes the standard cosmological model. The problem comprises three deliverables sharing this single objective. (1) Curvature: a determination of the inverse curvature radius κ=c/(R0H0)\kappa=c/(R_0H_0), with R0R_0 the present-day radius of curvature (equivalently Ωk=±κ2\Omega_k=\pm\kappa^2 if general relativity is assumed), from low-redshift data alone, at a precision σ(Ωk)≤0.05\sigma(\Omega_k)\le 0.05 — a substantial improvement on the current model-independent constraints at the σ(Ωk)∼0.2\sigma(\Omega_k)\sim 0.2–0.40.4 level, sufficient to test the near-flatness inferred from model-dependent CMB analyses without matching the ≈0.002\approx 0.002 precision of those analyses, which low-redshift data alone cannot reach. (2) Ruler stability: a direct test of whether the observed BAO ruler length is stable in redshift — bounding, or detecting, a redshift-evolution of the effective ruler, for example a linear gradient drd/dzdr_d/dz — improving on the 2014 null result of 0±80\pm 8 Mpc per unit redshift, with the candidate late-time distortion mechanisms (nonlinear structure growth; redshift-space distortions, i.e. apparent radial shifts of galaxy positions caused by peculiar velocities; reconstruction assumptions) quantified and controlled. (3) Absolute calibration: a determination of the ruler length rdr_d in physical units (Mpc) without a CMB-derived or otherwise model-dependent anchor, using only late-time calibrators (passive-galaxy clocks, local H0H_0, strong-lensing time delays, standard sirens), improving on the current 2.5–4% late-time determinations of rdr_d. Together these deliverables secure the source's stated aim: a self-consistent, assumption-lean calibration of the low-redshift distance–expansion relation that would survive if Λ\LambdaCDM is wrong, so that agreement or disagreement between the low-redshift measurements of rdr_d, Ωk\Omega_k, and the expansion history and the early-Universe-calibrated predictions becomes a genuine test of the cosmological model rather than a consequence of assuming it.

References

  1. Heavens, Alan; Jimenez, Raul; Verde, Licia (2014), 'Standard rulers, candles, and clocks from the low-redshift Universe', Phys. Rev. Lett. 113, 241302, doi:10.1103/PhysRevLett.113.241302, https://arxiv.org/abs/1409.6217
  2. Verde, Licia; Bernal, Jose Luis; Heavens, Alan F.; Jimenez, Raul (2017), 'The length of the low-redshift standard ruler', Mon. Not. R. Astron. Soc. 467, 731, doi:10.1093/mnras/stx116, https://arxiv.org/abs/1607.05297
  3. Li, Zhengxiang; Wang, Guo-Jian; Liao, Kai; Zhu, Zong-Hong (2016), 'Model-independent estimations for the curvature from standard candles and clocks', Astrophys. J. 833, 240, doi:10.3847/1538-4357/833/2/240, https://arxiv.org/abs/1611.00359
  4. Collett, Thomas; Montanari, Francesco; Rasanen, Syksy (2019), 'Model-independent determination of H_0 and Omega_K0 from strong lensing and type Ia supernovae', Phys. Rev. Lett. 123, 231101, doi:10.1103/PhysRevLett.123.231101, https://arxiv.org/abs/1905.09781
  5. Zhang, Xue; Huang, Qing-Guo (2020), 'Hubble constant and sound horizon from the late-time Universe', Phys. Rev. D 103, 043513, doi:10.1103/PhysRevD.103.043513, https://arxiv.org/abs/2006.16692
  6. Zhang, Kaituo; Zhou, Tianyao; Xu, Bing; Huang, Qihong; Yuan, Yangsheng (2023), 'Joint constraints on the Hubble constant, spatial curvature, and sound horizon from the late-time universe with cosmography', Astrophys. J. 957, 5, doi:10.3847/1538-4357/acee6e, https://arxiv.org/abs/2310.16512
  7. Brieden, Samuel; Gil-Marin, Hector; Verde, Licia (2022), 'Model-agnostic interpretation of 10 billion years of cosmic evolution traced by BOSS and eBOSS data', JCAP 08, 024, doi:10.1088/1475-7516/2022/08/024, https://arxiv.org/abs/2204.11868
  8. DESI Collaboration; Abdul Karim, M.; Aguilar, J.; Ahlen, S.; et al. (2025), 'DESI DR2 Results II: Measurements of Baryon Acoustic Oscillations and Cosmological Constraints', Phys. Rev. D 112, 083515, doi:10.1103/tr6y-kpc6, https://arxiv.org/abs/2503.14738
  9. Handley, Will (2021), 'Curvature tension: evidence for a closed universe', Phys. Rev. D 103, L041301, doi:10.1103/PhysRevD.103.L041301, https://arxiv.org/abs/1908.09139
  10. du Mas des Bourboux, Helion; Le Goff, Jean-Marc; Blomqvist, Michael; Busca, Nicolas G.; Guy, Julien; Rich, James; Yeche, Christophe; Bautista, Julian E.; et al. (2017), 'Baryon acoustic oscillations from the complete SDSS-III Lyα-quasar cross-correlation function at z=2.4', Astron. Astrophys. 608, A130, doi:10.1051/0004-6361/201731731, https://arxiv.org/abs/1708.02225
  11. Evslin, Jarah (2017), 'Isolating the Lyman Alpha Forest BAO Anomaly', JCAP 04, 024, doi:10.1088/1475-7516/2017/04/024, https://arxiv.org/abs/1604.02809
  12. Aylor, Kevin; Joy, Mackenzie; Knox, Lloyd; Millea, Marius; Raghunathan, Srinivasan; Wu, W. L. Kimmy (2019), 'Sounds Discordant: Classical Distance Ladder and ΛCDM-based Determinations of the Cosmological Sound Horizon', Astrophys. J. 874, 4, doi:10.3847/1538-4357/ab0898, https://arxiv.org/abs/1811.00537
  13. Lee, Seokcheon (2026), 'Comparing LambdaCDM, wCDM, and w0waCDM models with DESI DR2 BAO: Redshift-Resolved Diagnostics and the Role of rd', Annals of Physics 489, 170453, doi:10.1016/j.aop.2026.170453, https://arxiv.org/abs/2507.01380
  14. Chen, X.; Ding, Z.; Paillas, E.; Nadathur, S.; Seo, H.; et al. (2024), 'Extensive analysis of reconstruction algorithms for DESI 2024 baryon acoustic oscillations', arXiv:2411.19738, https://arxiv.org/abs/2411.19738
  15. Liu, Tonghua; Cao, Shuo; Wang, Jieci (2025), 'A model-independent determination of the sound horizon using recent BAO measurements and strong lensing systems', Phys. Rev. D 111, 023524, doi:10.1103/PhysRevD.111.023524, https://arxiv.org/abs/2406.18298
  16. Wang, Yihao; Lin, Weikang (2025), 'Uncalibrated Cosmic Standards as a Robust Test on Late-Time Cosmological Models', Astrophys. J. 989, 120, doi:10.3847/1538-4357/adf336, https://arxiv.org/abs/2506.04333