LINX: A Fast, Differentiable, and Extensible Big Bang Nucleosynthesis Package
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arXiv
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| Auteurs principaux: | , , , , |
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| Format: | Preprint |
| Publié: |
2024
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| _version_ | 1866908677268570112 |
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| author | Giovanetti, Cara Lisanti, Mariangela Liu, Hongwan Mishra-Sharma, Siddharth Ruderman, Joshua T. |
| author_facet | Giovanetti, Cara Lisanti, Mariangela Liu, Hongwan Mishra-Sharma, Siddharth Ruderman, Joshua T. |
| contents | We introduce LINX (Light Isotope Nucleosynthesis with JAX), a new differentiable public Big Bang Nucleosynthesis (BBN) code designed for fast parameter estimation. By leveraging JAX, LINX achieves both speed and differentiability, enabling the use of Bayesian inference, including gradient-based methods. We discuss the formalism used in LINX for rapid primordial elemental abundance predictions and give examples of how LINX can be used. When combined with differentiable Cosmic Microwave Background (CMB) power spectrum emulators, LINX can be used for joint CMB and BBN analyses without requiring extensive computational resources, including on personal hardware. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2408_14538 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | LINX: A Fast, Differentiable, and Extensible Big Bang Nucleosynthesis Package Giovanetti, Cara Lisanti, Mariangela Liu, Hongwan Mishra-Sharma, Siddharth Ruderman, Joshua T. Cosmology and Nongalactic Astrophysics High Energy Physics - Phenomenology We introduce LINX (Light Isotope Nucleosynthesis with JAX), a new differentiable public Big Bang Nucleosynthesis (BBN) code designed for fast parameter estimation. By leveraging JAX, LINX achieves both speed and differentiability, enabling the use of Bayesian inference, including gradient-based methods. We discuss the formalism used in LINX for rapid primordial elemental abundance predictions and give examples of how LINX can be used. When combined with differentiable Cosmic Microwave Background (CMB) power spectrum emulators, LINX can be used for joint CMB and BBN analyses without requiring extensive computational resources, including on personal hardware. |
| title | LINX: A Fast, Differentiable, and Extensible Big Bang Nucleosynthesis Package |
| topic | Cosmology and Nongalactic Astrophysics High Energy Physics - Phenomenology |
| url | https://arxiv.org/abs/2408.14538 |