Evidence of Relationships Among Fundamental Constants of the Standard Model
Fuente:
arXiv
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| Autores principales: | , |
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| Formato: | Preprint |
| Publicado: |
2025
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| Acceso en línea: | |
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| _version_ | 1866914029956497408 |
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| author | Chekanov, S. V. Kjellerstrand, H. |
| author_facet | Chekanov, S. V. Kjellerstrand, H. |
| contents | This paper presents an approach to reducing the number of fundamental parameters in the Standard Model (SM) using genetic programming, a machine learning technique based on evolutionary algorithms. We outline the core principles of our method and identify the simplest analytic relationships among SM parameters. Our results suggest that the SM parameters associated with quark and boson masses are not randomly distributed, but instead follow a hierarchical structure within a high-dimensional functional space. The found analytic solution depends on only two input parameters, representing the simplest mathematical model that could provide a foundation for developing a future theoretical framework to address the SM. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2509_07713 |
| institution | arXiv |
| publishDate | 2025 |
| record_format | arxiv |
| spellingShingle | Evidence of Relationships Among Fundamental Constants of the Standard Model Chekanov, S. V. Kjellerstrand, H. High Energy Physics - Phenomenology This paper presents an approach to reducing the number of fundamental parameters in the Standard Model (SM) using genetic programming, a machine learning technique based on evolutionary algorithms. We outline the core principles of our method and identify the simplest analytic relationships among SM parameters. Our results suggest that the SM parameters associated with quark and boson masses are not randomly distributed, but instead follow a hierarchical structure within a high-dimensional functional space. The found analytic solution depends on only two input parameters, representing the simplest mathematical model that could provide a foundation for developing a future theoretical framework to address the SM. |
| title | Evidence of Relationships Among Fundamental Constants of the Standard Model |
| topic | High Energy Physics - Phenomenology |
| url | https://arxiv.org/abs/2509.07713 |