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Reconciling Early and Late Time Tensions with Reinforcement Learning

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arxiv 2408.04204 v2 pith:KFLAP5GH submitted 2024-08-08 astro-ph.CO gr-qc

classification astro-ph.COgr-qc
keywords tensionsearlylearningtechniquelatereinforcementtimeaccommodating
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abstract

We study the possibility of accommodating both early and late-time tensions using a novel reinforcement learning technique. By applying this technique, we aim to optimize the evolution of the Hubble parameter from recombination to the present epoch, addressing both tensions simultaneously. To maximize the goodness of fit, our learning technique achieves a fit that surpasses even the $\Lambda$CDM model. Our results demonstrate a tendency to weaken both early and late time tensions in a completely model-independent manner.

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Cited by 2 Pith papers

Reviewed papers in the Pith corpus that reference this work. Sorted by Pith novelty score. Full citation record

  1. Can the universe experience an AdS landscape since matter-radiation equality?

    gr-qc 2025-06 conditional novelty 5.0 of 10

    A universe with an AdS (negative cosmological constant) phase at recombination and another at low redshift is compatible with Planck, DESI, Pantheon Plus and SH0ES data, though not preferred by them.

  2. Imprint of swampland-inspired coupled early dark energy

    astro-ph.CO 2026-07 conditional novelty 4.0 of 10

    A swampland-inspired DM-EDE coupling is tested against DESI DR2 BAO data, showing the EDE potential construction affects late-time dark energy constraints.

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