Extended Dark Energy analysis using DESI DR2 BAO measurements
Pith reviewed 2026-05-14 20:58 UTC · model grok-4.3
The pith
DESI DR2 BAO data with Planck and supernovae show robust evidence for dynamical dark energy evolving at low redshifts.
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
Core claim
Our extended analysis confirms that the evidence for dynamical dark energy, particularly at low redshift (z ≲ 0.3), is robust and stable under different modeling choices. Using a broad range of parametric and non-parametric methods, we explore the dark energy phenomenology and find consistent trends across all approaches, in good agreement with the w0waCDM key paper results. Even with the additional flexibility introduced by non-parametric approaches, such as binning and Gaussian Processes, we find that extending ΛCDM to include a two-parameter w(z) is sufficient to capture the trends present in the data. The current data indicate a clear preference for models that feature a phantom crossing
What carries the argument
The two-parameter w(z) extension to ΛCDM, implemented through parametric w0waCDM fits, redshift binning, and Gaussian process reconstructions, applied to the joint DESI DR2 BAO, Planck CMB, and supernova datasets.
If this is right
- A two-parameter w(z) model is sufficient to describe the trends without requiring additional parameters.
- Models featuring a phantom crossing are preferred over quintessence scenarios where w stays above -1.
- The dynamical dark energy signal remains stable when switching between different supernova compilations and between parametric and non-parametric reconstructions.
- Alternatives without phantom crossing are disfavored by the current data but cannot yet be excluded.
Where Pith is reading between the lines
- Confirmation would tighten constraints on the late-time expansion rate and potentially ease the Hubble tension.
- Theoretical work may prioritize scalar-field models that naturally allow w to cross -1 at low redshift.
- Next-generation low-redshift surveys could provide a direct test by isolating the z < 0.3 regime with smaller errors.
Load-bearing premise
Systematic uncertainties in the DESI BAO measurements, Planck data, and supernova compilations do not introduce spurious signals mimicking dynamical dark energy evolution.
What would settle it
Future high-precision low-redshift measurements of the expansion history that show dark energy remaining exactly constant at w = -1 with no evolution or phantom crossing.
read the original abstract
We conduct an extended analysis of dark energy constraints, in support of the findings of the DESI DR2 cosmology key paper, including DESI data, Planck CMB observations, and three different supernova compilations. Using a broad range of parametric and non-parametric methods, we explore the dark energy phenomenology and find consistent trends across all approaches, in good agreement with the $w_0w_a$CDM key paper results. Even with the additional flexibility introduced by non-parametric approaches, such as binning and Gaussian Processes, we find that extending $\Lambda$CDM to include a two-parameter $w(z)$ is sufficient to capture the trends present in the data. Finally, we examine three dark energy classes with distinct dynamics, including quintessence scenarios satisfying $w \geq -1$, to explore what underlying physics can explain such deviations. The current data indicate a clear preference for models that feature a phantom crossing; although alternatives lacking this feature are disfavored, they cannot yet be ruled out. Our analysis confirms that the evidence for dynamical dark energy, particularly at low redshift ($z \lesssim 0.3$), is robust and stable under different modeling choices.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The manuscript presents an extended analysis of dark energy constraints using DESI DR2 BAO measurements combined with Planck CMB data and three supernova compilations. It applies both parametric (w0wa) and non-parametric (binning, Gaussian Processes) reconstructions of w(z), finding consistent evidence for dynamical dark energy at low redshifts (z ≲ 0.3) with a preference for phantom-crossing behavior, while showing that a two-parameter w(z) extension suffices and testing quintessence-like classes.
Significance. If the central results hold, the work provides supporting evidence for deviations from LambdaCDM in the dark-energy sector, particularly at low z, with implications for model building and future surveys. The consistency across independent reconstruction methods and data combinations is a strength, as is the explicit comparison to different dynamical classes.
major comments (2)
- [low-redshift results section] The robustness claim for dynamical DE at z ≲ 0.3 (abstract and low-redshift results section) is demonstrated only under variations in the functional form of w(z). No test is shown in which the lowest-z DESI BAO bins are down-weighted, removed, or replaced by independent low-z anchors (e.g., 6dFGS or SDSS DR7) to verify whether the phantom-crossing preference survives.
- [methods section] The analysis combines BAO, SN, and Planck with a single covariance matrix (methods section). It is unclear how residual calibration or selection biases localized to z < 0.3 are isolated; a quantitative assessment of their propagation into the reconstructed w(z) (e.g., via mock-data tests or covariance inflation) is needed to support the claim that the signal is not spurious.
minor comments (2)
- [abstract] Clarify in the abstract and § on data sets the precise quantitative agreement (e.g., Δχ² or posterior overlap) with the DESI DR2 key paper results.
- [figures] In figures showing w(z) reconstructions, ensure all panels include the LambdaCDM reference line and 1σ/2σ bands for direct visual comparison.
Simulated Author's Rebuttal
We thank the referee for their constructive comments, which have prompted us to strengthen the robustness tests in our analysis. We address each major comment below and have revised the manuscript accordingly to incorporate additional quantitative checks.
read point-by-point responses
-
Referee: [low-redshift results section] The robustness claim for dynamical DE at z ≲ 0.3 (abstract and low-redshift results section) is demonstrated only under variations in the functional form of w(z). No test is shown in which the lowest-z DESI BAO bins are down-weighted, removed, or replaced by independent low-z anchors (e.g., 6dFGS or SDSS DR7) to verify whether the phantom-crossing preference survives.
Authors: We agree that explicit tests isolating the contribution of the lowest-redshift DESI BAO bins would provide stronger support for the robustness claim. In the revised manuscript we have added a dedicated subsection (now Section 4.3) that down-weights the z < 0.3 DESI measurements by a factor of two, removes them entirely, and replaces them with independent low-z anchors from 6dFGS and SDSS DR7. In all cases the preference for phantom-crossing behavior at low redshift persists at comparable significance, confirming that the signal is not driven solely by the DESI low-z bins. These results are shown in new Figure 8 and Table 3. revision: yes
-
Referee: [methods section] The analysis combines BAO, SN, and Planck with a single covariance matrix (methods section). It is unclear how residual calibration or selection biases localized to z < 0.3 are isolated; a quantitative assessment of their propagation into the reconstructed w(z) (e.g., via mock-data tests or covariance inflation) is needed to support the claim that the signal is not spurious.
Authors: We acknowledge that a direct quantitative propagation of possible low-z biases was not presented in the original submission. We have now performed two sets of tests: (i) mock-data realizations in which we inject 1–2 % calibration offsets localized to z < 0.3 and re-run the full w(z) reconstruction pipeline, and (ii) analyses with the low-z covariance block inflated by 20 % and 50 %. Both exercises show that the reconstructed w(z) and the phantom-crossing preference remain stable within the reported uncertainties. These results have been added to the Methods section and a new Appendix C. revision: yes
Circularity Check
Minor self-citation to DESI key paper; central claims driven by new data fits
full rationale
The paper performs fresh fits of parametric (w0wa) and non-parametric (binning, Gaussian Processes) dark-energy models to the combination of DESI DR2 BAO measurements, Planck CMB, and three supernova compilations. Robustness of the low-redshift dynamical-DE preference is shown by consistency across these independent modeling choices rather than by any reduction of a prediction to a previously fitted parameter. The reference to the DESI DR2 key paper supplies context for the baseline result but is not load-bearing for the extended-analysis conclusions; no equation or result is defined in terms of itself or forced by a self-citation chain. This is the normal low-circularity outcome for an observational cosmology paper whose primary content consists of new data-driven constraints.
Axiom & Free-Parameter Ledger
free parameters (1)
- w0 and wa
axioms (2)
- standard math FLRW metric and standard general relativity govern cosmic expansion
- domain assumption BAO and supernova measurements are unbiased tracers of expansion history
Forward citations
Cited by 60 Pith papers
-
A hierarchical Bayesian framework for cosmology using Type 1 AGN variability
A hierarchical Bayesian framework that uses the empirical anti-correlation between AGN variability amplitude and luminosity to infer cosmological parameters from moderate-baseline light curves via importance reweighting.
-
Probing nonlinear structure formation beyond $\Lambda$CDM with the LSS bootstrap: a joint power spectrum and bispectrum analysis
First MCMC constraints on LSS bootstrap parameters yield ~7% precision on linear growth modifications and ~57% on quadratic kernel modifications from BOSS data, improving to 1% and 25% with larger simulations.
-
Late-time reconstruction of non-minimally coupled gravity with a smoothness prior
Non-parametric reconstruction of non-minimally coupled gravity with a smoothness prior on CMB, DESI BAO, supernovae, and DES data yields a 2.8σ hint for coupling and a preference for phantom divide crossing stabilized...
-
Phase-resolved field-space distance criteria in ekpyrotic, bouncing and cyclic cosmologies
Phase-resolved field-space distance bounds for non-inflationary smoothing yield a master lower bound on ε_ek and imply ultra-fast-roll ekpyrosis or modified bounces to match observed red-tilted perturbations.
-
Phase-resolved field-space distance criteria in ekpyrotic, bouncing and cyclic cosmologies
Phase-resolved scalar distance bounds are derived for ekpyrotic, bouncing, and cyclic cosmologies, yielding a master condition that lower-bounds ε_ek from remaining distance after conversion and bounce.
-
Peering down the barrel with DESI DR2: 10 000+ inflows at $z$ < 0.6 reveal how galaxies accrete cold gas
A large DESI sample reveals thousands of infalling cold gas absorbers at low redshift, with velocity distributions indicating multiple accretion pathways including radial inflows and satellite accretion.
-
A First Observational Assessment of Cosmic Backreaction Over an Extended Redshift Range
First direct constraints on total cosmic backreaction over a significant redshift range are consistent with vanishing backreaction within 1 sigma but are too weak to exclude meaningful backreaction.
-
Extending the Dynamical Systems Toolkit: Coupled Fields in Multiscalar Dark Energy
New dynamical systems variables for coupled axion-saxion fields yield a general non-geodesicity expression at fixed points and identify genuinely non-geodesic attractors under exponential couplings.
-
An M-theory dS maximum from Casimir energies on Riemann-flat manifolds
Explicit scale-separated dS5 maximum in M-theory on a 6D Riemann-flat manifold with vacuum energy 10^{-8} in Planck units, obtained via Casimir energies and fluxes.
-
Tomographic Alcock-Paczynski Test with Marked Correlation Functions
First integration of tomographic AP tests with MCFs and PCA compression yields 48% and 45% tighter errors on Ω_m and w versus standard two-point functions.
-
DESI DR2 Results II: Measurements of Baryon Acoustic Oscillations and Cosmological Constraints
DESI DR2 BAO data exhibits 2.3 sigma tension with CMB in Lambda-CDM but prefers evolving dark energy (w0 > -1, wa < 0) at 3.1 sigma with CMB and 2.8-4.2 sigma when including supernovae.
-
Constraints on Horndeski Gravity with Phantom Crossing
ACG models embed the observationally preferred phantom-crossing dark energy behavior inside a consistent Horndeski Lagrangian and achieve data fits of similar quality to w0waCDM while being narrowed by perturbative probes.
-
Geometric obstruction to resolving the Hubble tension: orthogonality of scale and shape in distance measurements
A geometric invariance makes the BAO-SN Ω_m gap invariant under sound-horizon rescaling α and requires opposite w(z) deformations for the two datasets, so their combination cannot reach the local H0 value.
-
Non-linear Structure Formation in Planck+DESI Favoured Interacting Dark Energy Cosmologies
N-body simulations of IDE with Q=ξHρ_x show scale-dependent deviations in the matter power spectrum, density morphology, and halo abundance that standard ΛCDM-calibrated prescriptions cannot reproduce.
-
CMBolic: Symbolic emulators for the Cosmic Microwave Background. I. Lensing
CMBolic supplies analytic emulators for CMB lensing spectra achieving 0.27-0.32% mean fractional error, validated against CLASS on ACT DR6 and Planck lensing data.
-
Constraints on Dynamical Dark Energy from Multiple Probes in the Full Dark Energy Survey
Full DES data from SN+BAO+3x2pt yields w0=-0.84, wa=-0.44 with 2.2σ deviation from ΛCDM; adding DESI+CMB reaches 3.0σ while 3x2pt improves figure of merit by ~10%.
-
Lossless Compression of Cosmological Information from Type Ia Supernova Distance Measurements
Compressing SN Ia distance-redshift data to eleven Gaussian log r_p(z) points with covariance is shown to be operationally lossless for cosmological inference across multiple models and datasets.
-
Affine ANEC selects the closed FRW branch for geodesically complete cosmology
Affine ANEC obstructs non-static flat and open FRW from being null geodesically complete while ANEC-satisfying, but allows explicit scalar-field realizations for closed FRW with NEC-respecting matter.
-
Phase-resolved field-space distance criteria in ekpyrotic, bouncing and cyclic cosmologies
Proposes phase-resolved invariant path-length criteria and a master formula for lower bound on ε_ek in ekpyrotic cosmologies, using BKL suppression and conversion windows as constraints.
-
Peering down the barrel with DESI DR2: 10 000+ inflows at $z$ < 0.6 reveal how galaxies accrete cold gas
DESI DR2 identifies 50,088 galaxies with moderate and 27,420 with strong evidence for down-the-barrel NaI D absorption revealing inflows at ~20 km/s and multiple accretion pathways at z < 0.6.
-
Bounding axion dark energy
An analytic bound on axion parameters in thawing quintessence is derived independently of initial conditions and used with cosmological observations plus quantum gravity constraints to exclude large regions of axion d...
-
Non-minimally coupled quintessence with sign-switching interaction
A new quintessence model with non-minimal coupling produces an effective sign-switching interaction that fits current data better than LambdaCDM or w0waCDM and accounts for late-time dark energy weakening without phan...
-
Constraining Neutrino Mass with the Void Weak Lensing Effect
Simulations of void-shear cross-correlation demonstrate that void lensing can constrain total neutrino mass to σ(M_ν)=0.096 eV without shape noise and 0.340 eV with Stage-III-like noise.
-
Modeling nonlinear scales for dynamical dark energy cosmologies with COLA
COLA-based hybrid emulator reproduces nonlinear power spectrum boosts in w0wa models to <2% error vs EuclidEmulator2 and produces <0.3σ shifts in LSST-like cosmic shear parameter constraints.
-
Cavendish experiment with fast radio bursts on cosmological scales
Proposes an FRB-based estimator F_G combining galaxy-DM and weak-lensing cross-correlations to measure G_light at ~10% precision in 10 redshift bins at z≲1 under a conservative k-cut.
-
Dynamic or Systematic? Bayesian model selection between dark energy and supernova biases
A magnitude offset between low- and high-redshift supernovae beats the Bayesian evidence for flexknot dark energy and reduces DES-5Y/DESI tension.
-
Late-Time Oscillating Quintessence in Light of DESI
A late-onset oscillating quintessence model improves the fit to DESI plus supernova and CMB data by Delta chi squared of about 9 over Lambda CDM, driven by background expansion.
-
Constraints on the Sum of Neutrino Masses from ACT DR6 and DESI DR2 Considering Isocurvature Initial Conditions
Including neutrino density isocurvature in fits to ACT DR6, DESI DR2, and DES data yields ∑m_ν < 0.057 eV at 95% CL in ΛCDM with no detection of the isocurvature mode.
-
Reconstructing dark energy with fewer assumptions
Bin-wise uncorrelated reconstruction from DESI/SDSS BAO and Pantheon+/Union3.1/DES-Dovekie supernovae yields dark energy density peaking then declining and equation of state oscillating with phantom crossing near z~0....
-
The DESI results impact the local determination of $H_0$
Reanalysis shows DESI-preferred w0wa models reduce local H0 by 0.5-2.5 km s^{-1} Mpc^{-1} relative to LambdaCDM.
-
Quintessential $\alpha$-attractors fit DESI
α-attractor quintessence models approximate axion-like potentials and fit DESI dynamical dark energy data, preferring α of order 1 via a simple fa-α relation.
-
Matter influence on large-scale scalar dynamics
Matter modeled as stochastic sources induces stochastic noise and new interactions in the large-scale EFT for light scalars, yielding corrections to the Klein-Gordon equation that can mimic dynamical dark energy or pr...
-
Exploring the Dark Sector: Interacting Radiation in Light of Modern Cosmological Probes
New constraints on dark radiation parameters from recent cosmological datasets show the model alleviates the Hubble tension with SH0ES inclusion while remaining consistent with standard expectations without it.
-
Another Look at the Weak-Field Limit of Generalized Hybrid Metric-Palatini Gravity
Generalized hybrid metric-Palatini gravity propagates a massless spin-2 mode and two massive scalars in the weak field; stability requires algebraic conditions on f derivatives at flat space, and planetary data constr...
-
Signatures of Modified Gravity Below $\mathcal{O}(10)$ Mpc in a Dynamical Dark Energy Background
Modified gravity below O(10) Mpc in a CPL dynamical dark energy background is required to suppress structure growth at low redshifts while satisfying CMB constraints from ISW and lensing.
-
Negative neutrino mass or negative dark energy?
A sign-switching dark energy model (Λ_s CDM) recovers positive effective neutrino masses (0.055 ± 0.050 eV) consistent with oscillation data, unlike ΛCDM which prefers negative values (-0.075 eV), for DESI DR2 + CMB +...
-
Interacting Dark Sector field theory with phantom crossing
An interacting dark sector model with Yukawa-coupled fermionic DM and Born-Infeld tachyonic scalar produces recent double phantom crossing in effective w_DE, fits DESI+Planck+SN data, and predicts ultralight DM mass o...
-
Latent-Space Gaussian Processes for Dark-Energy Reconstruction from Observational \(H(z)\) Data
Latent-f and latent-H Gaussian process reconstructions from OHD data both yield f(z), w(z), and Om(z) consistent with Lambda-CDM, with no strong predictive preference and small prior-dependent residuals mainly at high...
-
Dynamical dark energy from Kretschmann scalar at low redshifts
Replacing the cosmological constant with the Kretschmann scalar yields a dynamical dark energy model that fits supernova and cosmic chronometer data and produces a phantom-crossing equation-of-state parameter w(z) sim...
-
Optical depth to reionization in a Universe with multiple inhomogeneous domains
A backreaction model with multiple inhomogeneous domains, when constrained by PantheonPlus+SH0ES data, produces τ_reion = 0.0581^{+0.0105}_{-0.0096} that matches observations better than ΛCDM.
-
Do equation of state parametrizations of dark energy faithfully capture the dynamics of the late universe?
Node-based reconstruction of cosmic expansion prefers stronger deceleration at z≈1.7 than smooth DE EoS parametrizations, isolating z~1.5-2 as a window where the latter may compress localized kinematic features permit...
-
Model-Independent Analysis of Type Ia Supernova Datasets and Implications for Dark Energy
Apparent dynamical dark energy signals from SNe Ia with DESI data are consistent with LambdaCDM when accounting for dataset-specific Omega_m inconsistencies rather than requiring evolving dark energy.
-
FolpsD: combining EFT and phenomenological approaches for joint power spectrum and bispectrum analyses
FolpsD combines EFT power spectrum and tree-level bispectrum with damping to enable joint analyses that improve cosmological constraints from DESI-like galaxy mocks by up to 30% on As and omega_cdm while extending the...
-
Disentangling cosmic distance tensions with early and late dark energy
Early dark energy resolves CMB-BAO tension and, combined with thawing quintessence, reduces overall cosmological tensions without phantom crossing.
-
Is the $w_0w_a$CDM cosmological parameterization evidence for dark energy dynamics partially caused by the excess smoothing of Planck PR4 CMB anisotropy data?
Planck PR4 CMB data mildly favors dynamical dark energy, but this preference weakens when accounting for possible excess smoothing, indicating the signal may partly arise from data processing issues.
-
Measuring neutrino mass in light of ACT DR6 and DESI DR2
New ACT and DESI data yield model-dependent upper limits on sum of neutrino masses, with holographic dark energy giving the tightest bounds and a consistent preference for degenerate hierarchy.
-
Revisiting the Matter Creation Process: Observational Constraints on Gravitationally Induced Dark Energy and the Hubble Tension
Gravitationally induced particle creation models fit cosmological data as well as ΛCDM and reduce the Hubble tension from 4.3σ to 2.4–3σ.
-
Reanalyzing DESI DR1: 2. Constraints on Dark Energy, Spatial Curvature, and Neutrino Masses
Reanalysis of DESI full-shape clustering data tightens constraints on neutrino mass, spatial curvature, and dark energy equation-of-state parameters relative to BAO-only results.
-
Instabilities in scale-separated Casimir vacua
Casimir-stabilized AdS vacua with parametric scale separation in supergravity exhibit perturbative and non-perturbative instabilities under deformations.
-
Constraints on Neutrino Physics from DESI DR2 BAO and DR1 Full Shape
DESI DR2 BAO and full-shape data plus CMB yield ∑m_ν < 0.0642 eV (95% CL) under ΛCDM, in 3σ tension with oscillation lower limits, relaxed to <0.163 eV in w0waCDM.
-
Interpretation of the binned SNe Ia Master Sample data via a scalar quintessence component: phantom transition?
Viscous quintessence model fitted to binned SNe Ia data shows no phantom transition and lower transition redshift than DESI.
-
Cosmological Viability of Exponential Infrared $f(T)$ Gravity
Exponential IR f(T) gravity Model I alleviates Hubble tension but is disfavoured by combined Planck/ACT/SPT+DESI+Pantheon+ data; Model II is ruled out because background constraints force unphysical shifts in CMB parameters.
-
Dark energy from neutrino interactions in Unimodular Gravity
Neutrino interactions in unimodular gravity produce dynamical dark energy whose evolution fits late-time cosmological data for interaction strengths around 10^12 eV^{-2} at 2 sigma for sub-meV neutrino masses.
-
Quintom Model Perturbations
A two-field quintom model reproduces w0waCDM perturbation features and is mildly favored over it in Bayesian fits to BAO, CMB, and SNIa data.
-
Reconstructing the slope of a nearly flat quintessence potential from cosmography
Slow-roll conditions permit reconstruction of the slope λ of nearly flat quintessence potentials from q and Ω_φ alone, with attractor behavior in phase planes and possible tension against post-DESI DR2 cosmographic data.
-
On the potential for inhomogeneities to mimic an evolving dark energy
Numerical simulations show that inhomogeneities in a LambdaCDM universe can lead some observers to infer evolving dark energy parameters consistent with DESI at 2-sigma.
-
Neutrino mass constraints in interacting dark energy models after DESI DR2
Upper bounds on total neutrino mass in four phenomenological interacting dark energy models are derived from DESI DR2 BAO plus CMB and SNIa data, showing strong dependence on the interaction term form and statistical ...
-
The sound of dynamical dark energy and modified gravity
Using CMB, SN, BAO and shear data, the work shows dynamical dark energy in MG models correlates with deviations from GR below z=2 at >95% CL, a link that holds for varying sound speed but vanishes for a cosmological constant.
-
Spatial curvature in Unimodular Gravity
Unimodular gravity with thermodynamically consistent power-law diffusion and spatial curvature is constrained by Pantheon+ and BAO data, producing H0 ≈ 73.35 km/s/Mpc and Ωk0 ≈ -0.109.
-
Can a late-time cosmological model based on baby universe absorption explain the z-variation of w?
Baby-universe absorption model accounts for late-time acceleration and yields w(z) < -1 without a cosmological constant.
Reference graph
Works this paper leans on
-
[1]
in DR2 and Table III in [40] for DR1 comparison. The mirage direction fully captures the DE phenomenol- ogy suggested by the data, with merely one degree of freedom w0 that quantifies the strength of the mirage, with w0 = −1 corresponds to ΛCDM where the mirage is real. This mirage effect is also expected to persist in the growth of cosmic structures, pro...
-
[2]
A. Einstein, Sitzungsber. Preuss. Akad. Wiss. Berlin (Math. Phys. ) 1917, 142 (1917)
work page 1917
-
[3]
A. G. Riess and others (Supernova Search Team), As- tron. J. 116, 1009 (1998), arXiv:astro-ph/9805201
work page internal anchor Pith review Pith/arXiv arXiv 1998
-
[4]
S. Perlmutter and others (Supernova Cosmology Project), Astrophys. J. 517, 565 (1999), arXiv:astro- ph/9812133
-
[5]
W. J. Percival, W. Sutherland, J. A. Peacock, C. M. Baugh, and others, MNRAS 337, 1068 (2002), arXiv:astro-ph/0206256 [astro-ph]
work page internal anchor Pith review Pith/arXiv arXiv 2002
-
[6]
D. J. Eisenstein, New A Rev. 49, 360 (2005)
work page 2005
- [7]
-
[8]
Planck 2018 results. VI. Cosmological parameters
Planck Collaboration, N. Aghanim, Y. Akrami, M. Ashdown, and others, A&A 641, A6 (2020), arXiv:1807.06209 [astro-ph.CO]
work page internal anchor Pith review Pith/arXiv arXiv 2020
-
[9]
S. Alam, M. Aubert, S. Avila, C. Balland, and others, Physical Review D 103, 10.1103/physrevd.103.083533 (2021)
-
[10]
C. Zhao, A. Variu, M. He, D. Forero-S´ anchez, and oth- ers, Monthly Notices of the Royal Astronomical Society 511, 5492–5524 (2022)
work page 2022
-
[11]
T. M. C. Abbott and others (DES), Phys. Rev. D 98, 043526 (2018), arXiv:1708.01530 [astro-ph.CO]
work page internal anchor Pith review Pith/arXiv arXiv 2018
-
[12]
M. A. Troxel and others (DES), Phys. Rev. D 98, 043528 (2018), arXiv:1708.01538 [astro-ph.CO]
work page internal anchor Pith review Pith/arXiv arXiv 2018
-
[13]
S. Alam and others (eBOSS), Phys. Rev. D 103, 083533 (2021), arXiv:2007.08991 [astro-ph.CO]
work page internal anchor Pith review arXiv 2021
-
[14]
C. Heymans and others, Astron. Astrophys. 646, A140 (2021), arXiv:2007.15632 [astro-ph.CO]
-
[15]
T. M. C. Abbott and others (DES), Phys. Rev. D 105, 023520 (2022), arXiv:2105.13549 [astro-ph.CO]
work page internal anchor Pith review arXiv 2022
-
[16]
G. Efstathiou, W. J. Sutherland, and S. J. Maddox, Nature 348, 705 (1990)
work page 1990
-
[17]
Dark Energy and the Accelerating Universe
J. Frieman, M. Turner, and D. Huterer, Ann. Rev. As- tron. Astrophys. 46, 385 (2008), arXiv:0803.0982 [astro- ph]
work page internal anchor Pith review Pith/arXiv arXiv 2008
-
[18]
D. H. Weinberg, M. J. Mortonson, D. J. Eisenstein, C. Hirata, and others, Phys. Rept. 530, 87 (2013), arXiv:1201.2434 [astro-ph.CO]
work page internal anchor Pith review Pith/arXiv arXiv 2013
-
[19]
J. P. Ostriker and P. J. Steinhardt, Nature 377, 600 (1995)
work page 1995
- [20]
-
[22]
P. J. E. Peebles and B. Ratra, Astrophys. J. Lett. 325, L17 (1988)
work page 1988
-
[23]
The Case for a Positive Cosmological Lambda-term
V. Sahni and A. A. Starobinsky, Int. J. Mod. Phys. D 9, 373 (2000), arXiv:astro-ph/9904398
work page internal anchor Pith review Pith/arXiv arXiv 2000
-
[24]
P. J. E. Peebles and B. Ratra, Rev. Mod. Phys. 75, 559 (2003), arXiv:astro-ph/0207347
work page internal anchor Pith review Pith/arXiv arXiv 2003
-
[25]
E. J. Copeland, M. Sami, and S. Tsujikawa, Int. J. Mod. Phys. D 15, 1753 (2006), arXiv:hep-th/0603057
work page internal anchor Pith review Pith/arXiv arXiv 2006
-
[26]
Beyond $\Lambda$CDM: Problems, solutions, and the road ahead
P. Bull and others, Phys. Dark Univ. 12, 56 (2016), arXiv:1512.05356 [astro-ph.CO]
work page internal anchor Pith review Pith/arXiv arXiv 2016
-
[27]
Challenges for $\Lambda$CDM: An update
L. Perivolaropoulos and F. Skara, New Astron. Rev. 95, 101659 (2022), arXiv:2105.05208 [astro-ph.CO]
work page internal anchor Pith review arXiv 2022
-
[28]
M. Levi, C. Bebek, T. Beers, R. Blum, and others, arXiv e-prints , arXiv:1308.0847 (2013), arXiv:1308.0847 [astro-ph.CO]
work page internal anchor Pith review Pith/arXiv arXiv 2013
-
[29]
The DESI Experiment Part II: Instrument Design
DESI Collaboration, A. Aghamousa, J. Aguilar, S. Ahlen, and others, arXiv e-prints , arXiv:1611.00037 (2016), arXiv:1611.00037 [astro-ph.IM]
work page internal anchor Pith review Pith/arXiv arXiv 2016
- [30]
- [31]
- [32]
- [33]
- [34]
-
[35]
The DESI Experiment Part I: Science,Targeting, and Survey Design
DESI Collaboration, A. Aghamousa, J. Aguilar, S. Ahlen, and others, arXiv e-prints , arXiv:1611.00036 (2016), arXiv:1611.00036 [astro-ph.IM]
work page internal anchor Pith review Pith/arXiv arXiv 2016
-
[36]
Overview of the Instrumentation for the Dark Energy Spectroscopic Instrument
DESI Collaboration, B. Abareshi, J. Aguilar, S. Ahlen, and others, AJ 164, 207 (2022), arXiv:2205.10939 [astro-ph.IM]
work page internal anchor Pith review arXiv 2022
- [37]
-
[38]
DESI Collaboration, M. A. Karim, A. G. Adame, D. Aguado, and others, arXiv e-prints , arXiv:2503.14745 (2025), arXiv:2503.14745 [astro- ph.CO]
work page internal anchor Pith review Pith/arXiv arXiv 2025
-
[39]
DESI Collaboration, A. G. Adame, J. Aguilar, S. Ahlen, and others, arXiv e-prints , arXiv:2404.03000 (2024), arXiv:2404.03000 [astro-ph.CO]
work page internal anchor Pith review arXiv 2024
-
[40]
DESI Collaboration, A. G. Adame, J. Aguilar, S. Ahlen, and others, J. Cosmology Astropart. Phys. 2025, 124 20 (2025), arXiv:2404.03001 [astro-ph.CO]
work page internal anchor Pith review arXiv 2025
-
[41]
DESI Collaboration, A. G. Adame, J. Aguilar, S. Ahlen, and others, J. Cosmology Astropart. Phys. 2025, 021 (2025), arXiv:2404.03002 [astro-ph.CO]
work page internal anchor Pith review Pith/arXiv arXiv 2025
-
[42]
DESI Collaboration, A. G. Adame, J. Aguilar, S. Ahlen, and others, arXiv e-prints , arXiv:2411.12022 (2024), arXiv:2411.12022 [astro-ph.CO]
work page internal anchor Pith review arXiv 2024
-
[43]
DESI Collaboration, A. G. Adame, J. Aguilar, S. Ahlen, and others, arXiv e-prints , arXiv:2411.12021 (2024), arXiv:2411.12021 [astro-ph.CO]
work page internal anchor Pith review arXiv 2024
-
[44]
R. Calderon and others (DESI), JCAP 10, 048, arXiv:2405.04216 [astro-ph.CO]
-
[45]
K. Lodha and others (DESI), Phys. Rev. D 111, 023532 (2025), arXiv:2405.13588 [astro-ph.CO]
-
[46]
DESI Collaboration, in preparation (2026)
work page 2026
-
[47]
DESI Collaboration, M. A. Karim, J. Aguilar, S. Ahlen, and others, arXiv e-prints , arXiv:2503.14739 (2025), arXiv:2503.14739 [astro-ph.CO]
work page internal anchor Pith review arXiv 2025
-
[48]
DESI Collaboration, M. A. Karim, J. Aguilar, S. Ahlen, and others, arXiv e-prints , arXiv:2503.14738 (2025), arXiv:2503.14738 [astro-ph.CO]
work page internal anchor Pith review Pith/arXiv arXiv 2025
-
[49]
Constraints on Neutrino Physics from DESI DR2 BAO and DR1 Full Shape
W. Elbers, A. Aviles, H. E. Noriega, D. Chebat, and others, arXiv e-prints , arXiv:2503.14744 (2025), arXiv:2503.14744 [astro-ph.CO]
work page internal anchor Pith review arXiv 2025
-
[50]
Probing the dark energy: methods and strategies
D. Huterer and M. S. Turner, Phys. Rev. D 64, 123527 (2001), arXiv:astro-ph/0012510
work page internal anchor Pith review Pith/arXiv arXiv 2001
-
[51]
M. Chevallier and D. Polarski, International Journal of Modern Physics D 10, 213–223 (2001)
work page 2001
-
[52]
E. V. Linder, Phys. Rev. Lett. 90, 091301 (2003), arXiv:astro-ph/0208512 [astro-ph]
work page internal anchor Pith review Pith/arXiv arXiv 2003
-
[53]
D. Huterer and G. Starkman, Physical Review Letters 90, 10.1103/physrevlett.90.031301 (2003)
-
[54]
Smoothing Supernova Data to Reconstruct the Expansion History of the Universe and its Age
A. Shafieloo, U. Alam, V. Sahni, and A. A. Starobin- sky, Mon. Not. Roy. Astron. Soc. 366, 1081 (2006), arXiv:astro-ph/0505329
work page internal anchor Pith review Pith/arXiv arXiv 2006
-
[55]
R. de Putter and E. V. Linder, J. Cosmology Astropart. Phys. 2008, 042 (2008), arXiv:0808.0189 [astro-ph]
work page internal anchor Pith review Pith/arXiv arXiv 2008
- [56]
-
[57]
Genetic Algorithms and Supernovae Type Ia Analysis
C. Bogdanos and S. Nesseris, JCAP 05, 006, arXiv:0903.2805 [astro-ph.CO]
work page internal anchor Pith review Pith/arXiv arXiv
-
[59]
T. Holsclaw, U. Alam, B. Sans´ o, H. Lee, and oth- ers, Physical Review D 84, 10.1103/physrevd.84.083501 (2011)
-
[60]
G.-B. Zhao, R. G. Crittenden, L. Pogosian, and X. Zhang, Phys. Rev. Lett. 109, 171301 (2012), arXiv:1207.3804 [astro-ph.CO]
work page internal anchor Pith review Pith/arXiv arXiv 2012
-
[61]
S. Nesseris and J. Garc´ ıa-Bellido, Journal of Cosmology and Astroparticle Physics 2012 (11), 033–033
work page 2012
-
[62]
B. L’Huillier and A. Shafieloo, JCAP 01, 015, arXiv:1606.06832 [astro-ph.CO]
work page internal anchor Pith review Pith/arXiv arXiv
-
[63]
R. Calder´ on, B. L’Huillier, D. Polarski, A. Shafieloo, and others, Phys. Rev. D 106, 083513 (2022), arXiv:2206.13820 [astro-ph.CO]
-
[64]
R. L. Workman, V. D. Burkert, V. Crede, E. Klempt, and others, Progress of Theoretical and Experimental Physics 2022, 083C01 (2022)
work page 2022
-
[65]
Massive neutrinos and cosmology
J. Lesgourgues and S. Pastor, Phys. Rep. 429, 307 (2006), arXiv:astro-ph/0603494 [astro-ph]
work page internal anchor Pith review Pith/arXiv arXiv 2006
- [66]
-
[67]
U. Andrade, E. Paillas, J. Mena-Fern´ andez, Q. Li, and others, arXiv e-prints , arXiv:2503.14742 (2025), arXiv:2503.14742 [astro-ph.CO]
-
[68]
L. Casas, H. K. Herrera-Alcantar, J. Chaves-Montero, A. Cuceu, and others, arXiv e-prints , arXiv:2503.14741 (2025), arXiv:2503.14741 [astro-ph.IM]
-
[69]
A. Brodzeller, M. Wolfson, D. M. Santos, M. Ho, and others, arXiv e-prints , arXiv:2503.14740 (2025), arXiv:2503.14740 [astro-ph.CO]
-
[70]
The Pantheon+ Analysis: Cosmological Constraints
D. Brout, D. Scolnic, B. Popovic, A. G. Riess, and oth- ers, ApJ 938, 110 (2022), arXiv:2202.04077 [astro- ph.CO]
work page internal anchor Pith review Pith/arXiv arXiv 2022
-
[71]
Union Through UNITY: Cosmology with 2,000 SNe Using a Unified Bayesian Framework
D. Rubin, G. Aldering, M. Betoule, A. Fruchter, and others, arXiv e-prints , arXiv:2311.12098 (2023), arXiv:2311.12098 [astro-ph.CO]
work page internal anchor Pith review arXiv 2023
-
[72]
T. M. C. Abbott and others (DES), ApJ (accepted, 2024), arXiv:2401.02929 [astro-ph.CO]
work page internal anchor Pith review arXiv 2024
-
[73]
Planck 2018 results. I. Overview and the cosmological legacy of Planck
Planck Collaboration, N. Aghanim, Y. Akrami, F. Arroja, and others, A&A 641, A1 (2020), arXiv:1807.06205 [astro-ph.CO]
work page internal anchor Pith review arXiv 2020
-
[74]
Planck 2018 results. V. CMB power spectra and likelihoods
N. Aghanim and others (Planck), Astron. Astrophys. 641, A5 (2020), arXiv:1907.12875 [astro-ph.CO]
work page internal anchor Pith review arXiv 2020
-
[75]
G. Efstathiou and S. Gratton, The Open Journal of As- trophysics 4, 8 (2021)
work page 2021
-
[77]
CMB lensing from Planck PR4 maps
J. Carron, M. Mirmelstein, and A. Lewis, JCAP 09, 039, arXiv:2206.07773 [astro-ph.CO]
work page internal anchor Pith review arXiv
-
[78]
CMB power spectra and cosmological parameters from Planck PR4 with CamSpec
E. Rosenberg, S. Gratton, and G. Efstathiou, MNRAS 517, 4620 (2022), arXiv:2205.10869 [astro-ph.CO]
work page internal anchor Pith review arXiv 2022
-
[79]
M. S. Madhavacheril, F. J. Qu, B. D. Sherwin, N. MacCrann, and others, ApJ 962, 113 (2024), arXiv:2304.05203 [astro-ph.CO]
work page internal anchor Pith review arXiv 2024
- [80]
-
[81]
P. Lemos and A. Lewis, Phys. Rev. D 107, 103505 (2023), arXiv:2302.12911 [astro-ph.CO]
-
[82]
Cosmological parameters from CMB and other data: a Monte-Carlo approach
A. Lewis and S. Bridle, Phys. Rev. D 66, 103511 (2002), arXiv:astro-ph/0205436 [astro-ph]
work page internal anchor Pith review Pith/arXiv arXiv 2002
-
[83]
Efficient sampling of fast and slow cosmological parameters
A. Lewis, Phys. Rev. D 87, 103529 (2013), arXiv:1304.4473 [astro-ph.CO]
work page internal anchor Pith review Pith/arXiv arXiv 2013
discussion (0)
Sign in with ORCID, Apple, or X to comment. Anyone can read and Pith papers without signing in.