Five parameters are all you need (in ΛCDM)
Abstract The standard cosmological model successfully describes the Universe with six parameters. One of them, the optical depth to reionization τ reio , empirically depicts the scatterings of Cosmic Microwave Background (CMB) photons off free electrons, as the intergalactic medium transitions from neutral to ionized. τ reio depends on the neutral hydrogen fraction x HI , which ultimately depends on cosmology. We present a novel method to establish such a missing link between physical parameters and reionization timeline using symbolic regression. We discover the timeline has a universal shape well described by the Gompertz mortality law, applicable to any cosmology within our simulated data. Unlike the conventional tanh prescription, our model is asymmetric in time and a good fit to astrophysical constraints on x HI . By combining CMB with astrophysical data and marginalizing over astrophysics, we treat τ reio as a derived parameter, tightening its constraint to < 3%. This approach reduces the error on the amplitude of the primordial fluctuations by a factor of 2.3 compared to Planck's PR3 constraint and provides a commanding constraint on the ionization efficiency ζ UV = 26.9 +2.1 -2.5 . We expect further improvements in the near term as reionization constraints increase and our understanding of reionization advances.
Authors
- Miles Cranmer (ORCID: https://orcid.org/0000-0002-6458-3423)
- Paulo Montero-Camacho
- Li Yin (ORCID: https://orcid.org/0000-0001-6769-7947)
Institutions
- University of Cambridge (GB)
- Institute of Astronomy (RU)
- Peng Cheng Laboratory (CN)
Publication Details
- Journal
- Journal of Cosmology and Astroparticle Physics
- Published
- 2026-09-01
- DOI
- https://doi.org/10.1088/1475-7516/2026/09/005
- Citations
- 2
- Primary Topic
- Cosmology and Gravitation Theories
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- Peng Cheng Laboratory