Model-independent cosmological inference post DESI DR1 BAO measurements
arXiv:2405.19178 · doi:10.1103/PhysRevD.110.123502
Abstract
In this work, we implement Gaussian process regression to reconstruct the expansion history of the universe in a model-agnostic manner, using the Pantheon-Plus SN-Ia compilation in combination with two different BAO measurements (SDSS-IV and DESI DR1). In both the reconstructions, the CDM model is always included in the 95\% confidence intervals. We find evidence that the DESI LRG data at is not an outlier within our model-independent framework. We study the -diagnostics and the evolution of the total equation of state (EoS) of our universe, which hint towards the possibility of a quintessence-like dark energy scenario with a very slowly varying EoS, and a phantom-crossing in higher . The entire exercise is later complemented by considering two more SN-Ia compilations - DES-5YR and Union3 - in combination with DESI BAO. Reconstruction with the DESI BAO + DES-5YR SN data sets predicts that the CDM model lies outside the 3 confidence levels, whereas with DESI BAO + Union3 data, the CDM model is always included within 1. We also report constraints on from our model-agnostic analysis, independent of the pre-recombination physics. Our results point towards an 2 discrepancy between the DESI + Pantheon-Plus and DESI + DES-5YR data sets, which calls for further investigation.
10 pages, 6 sets of figures. Accepted for publication in PRD
References in corpus (45)
- A Comprehensive Measurement of the Local Value of the Hubble Constant with 1 km/s/Mpc Uncertainty from the Hubble Space Telescope and the SH0ES Team
- In the Realm of the Hubble tension a Review of Solutions
- Results from a search for dark matter in the complete LUX exposure
- The Completed SDSS-IV extended Baryon Oscillation Spectroscopic Survey: Cosmological Implications from two Decades of Spectroscopic Surveys at the Apache Point observatory
- The Pantheon+ Analysis: Cosmological Constraints
- Dark Energy Survey Year 3 Results: Cosmological Constraints from Galaxy Clustering and Weak Lensing
- The Pantheon+ Analysis: The Full Dataset and Light-Curve Release
- Challenges for CDM: An update
- The trouble with
- Two new diagnostics of dark energy
- A population of red candidate massive galaxies ~600 Myr after the Big Bang
- Cosmology Intertwined II: The Hubble Constant Tension
- The Expansion of the Universe is Faster than Expected
- The Olympics: A fair ranking of proposed models
- Cosmology Intertwined III: and
- The Completed SDSS-IV extended Baryon Oscillation Spectroscopic Survey: Baryon acoustic oscillations with Lyman- forests
- Seven hints that early-time new physics alone is not sufficient to solve the Hubble tension
- Stress Testing CDM with High-redshift Galaxy Candidates
- Gaussian Process Cosmography
- Target Selection and Validation of DESI Luminous Red Galaxies
- Cosmological parameters derived from the final (PR4) Planck data release
- Target Selection and Validation of DESI Emission Line Galaxies
- DESI 2024: Reconstructing Dark Energy using Crossing Statistics with DESI DR1 BAO data
- A litmus test for Lambda
- Scant evidence for thawing quintessence
- The Pantheon+ Analysis: Evaluating Peculiar Velocity Corrections in Cosmological Analyses with Nearby Type Ia Supernovae
- Underdetermination of dark energy
- A new perspective on Dark Energy modeling via Genetic Algorithms
- Quintom cosmology and modified gravity after DESI 2024
- Cosmic chronometers to calibrate the ladders and measure the curvature of the Universe. A model-independent study
- A new diagnostic for the null test of dynamical dark energy in light of DESI 2024 and other BAO data
- How to use GP: Effects of the mean function and hyperparameter selection on Gaussian Process regression
- Non-parametric reconstruction of the cosmological \textit{jerk} parameter
- CDM Tensions: Localising Missing Physics through Consistency Checks
- Towards a model-independent reconstruction approach for late-time Hubble data
- Neural network reconstructions for the Hubble parameter, growth rate and distance modulus
- Model independent bounds on Type Ia supernova absolute peak magnitude
- Neural Networks Optimized by Genetic Algorithms in Cosmology
- CDM is alive and well
- Neural network reconstruction of cosmology using the Pantheon compilation
- Testing the CDM paradigm with growth rate data and machine learning
- LADDER: Revisiting the Cosmic Distance Ladder with Deep Learning Approaches and Exploring its Applications
- Spatial Curvature and Thermodynamics
- A possible late-time transition of inferred via neural networks
- Checking the second law at cosmic scales
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- Interpreting DESI 2024 BAO: late-time dynamical dark energy or a local effect?
- Hints of Nonminimally Coupled Gravity in DESI 2024 Baryon Acoustic Oscillation Measurements
- Matching current observational constraints with nonminimally coupled dark energy
- Neutrino cosmology after DESI: tightest mass upper limits, preference for the normal ordering, and tension with terrestrial observations
- Cosmology in Extended Parameter Space with DESI Data Release 2 Baryon Acoustic Oscillations: A 2+ Detection of Nonzero Neutrino Masses with an Update on Dynamical Dark Energy and Lensing Anomaly
- Robustness of dark energy phenomenology across different parameterizations
- Assessing cosmological evidence for non-minimal coupling
- Model-agnostic assessment of dark energy after DESI DR1 BAO
- Quintessence and phantoms in light of DESI 2025
- The DESI DR1/DR2 evidence for dynamical dark energy is biased by low-redshift supernovae
- Modified gravity realizations of quintom dark energy after DESI DR2
- Dynamical dark energy in the light of DESI 2024 data
- DESI results: Hint towards coupled dark matter and dark energy
- Cosmological tests of quintessence in quantum gravity
- Interacting Dark Sectors in light of DESI DR2
- Is Dark Energy Dynamical in the DESI Era? A Critical Review
- Cosmological constraints on nonphantom dynamical dark energy with DESI Data Release 2 Baryon Acoustic Oscillations: A 3+ lensing anomaly
- Reconstructing dark energy with model independent methods after DESI DR2 BAO
- Expansion-history preferences of DESI DR2 and external data
- Model-independent cosmological inference after the DESI DR2 data with improved inverse distance ladder
- Scalar-Tensor Gravity and DESI 2024 BAO data
- Non-parametric reconstruction of cosmological observables using Gaussian Processes Regression
- Non-minimally coupled gravity constraints from DESI DR2 data
- A General Model for Dark Energy Crossing the Phantom Divide
- Explanation of high redshift luminous galaxies from JWST by early dark energy model
- Isotropic cosmic birefringence from string axion domain walls without cosmic strings, and DESI results
- Cosmological implications of tracker scalar fields: Testing the evidence for dynamical dark energy with recent data
- Exploring cosmological imprints of phantom crossing with dynamical dark energy in Horndeski gravity
- Quintessential Implications of the presence of AdS in the Dark Energy sector
- Revisiting model-independent constraints on spatial curvature and cosmic ladders calibration: updated and forecast analyses
- Model-Agnostic Cosmological Inference with SDSS-IV eBOSS: Simultaneous Probing for Background and Perturbed Universe
- A short review on Quintom dark energy theory
- Derivative hierarchy as the origin of kernel-dependent trends in Gaussian process reconstructions of the hubble parameter
- Why ? Anthropic Selection in a + Axion Dark Energy Model
- Cosmological Constraints on Neutrino Masses in a Second-Order CPL Dark Energy Model
- A semi-cosmographic approach to study cosmological evolution in phase space
- Confirming the uniformity of the Hubble flow with Pantheon+ Supernovae
- Revisiting the CMB homogeneity scale: low multipoles removal effect and extragalactic foreground masking
- Model-independent reconstruction of cosmic thermodynamics and dark energy dynamics
- Thermodynamic reconstruction in observationally constrained dynamical dark energy models
- The dynamics of background evolution and structure formation in phase space: a semi-cosmographic reconstruction