Model-independent cosmological inference post DESI DR1 BAO measurements
Purba Mukherjee, Anjan A. Sen
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 $\mathrm{\ensuremath{\Lambda}}\mathrm{CDM}$ model is always included in the 95% confidence levels. We find evidence that the DESI LRG data at ${z}_{\mathrm{eff}}=0.51$ is not an outlier within our model-independent framework. We study the $\mathcal{O}m$ diagnostics and the evolution of the total equation of state (EOS) of our Universe, which hint toward the possibility of a quintessence-like dark energy scenario with a very slowly varying EOS and a phantom crossing in higher $z$. 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 datasets predicts that the $\mathrm{\ensuremath{\Lambda}}\mathrm{CDM}$ model lies outside the $3\ensuremath{\sigma}$ confidence intervals, whereas with DESI BAO + Union3 data, the $\mathrm{\ensuremath{\Lambda}}\mathrm{CDM}$ model is always included within $1\ensuremath{\sigma}$. We also report constraints on ${H}_{0}{r}_{d}$ from our model-agnostic analysis, independent of the pre-recombination physics. Our results point toward an $\ensuremath{\approx}2\ensuremath{\sigma}$ discrepancy between the DESI + Pantheon-Plus and DESI + DES-5YR datasets, which calls for further investigation.