Progress in ${\cal CP}$ violating top-Higgs coupling at the LHC with Machine Learning
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arXiv
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| Auteurs principaux: | , |
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| Format: | Preprint |
| Publié: |
2025
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| _version_ | 1866916693073199104 |
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| author | Hammad, A. Jueid, Adil |
| author_facet | Hammad, A. Jueid, Adil |
| contents | A precise measurement of the top-Higgs coupling is essential in particle physics, as it offers a powerful probe of potential new physics beyond the Standard Model (BSM), particularly scenarios involving ${\cal CP}$ violation, which is a key condition in addressing the problem of baryon asymmetry of the universe. In this article, we review the recent progress in the studies of the the top-Higgs coupling at the Large Hadron Collider (LHC). We briefly highlight the recent Machine Learning (ML) algorithms being used and their role in constraining the ${\cal CP}$ phase of the top-Higgs coupling with an emphasis on the future potential of beyond-the-traditional methods such as transformers and heterogeneous graphs in these studies. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2504_11791 |
| institution | arXiv |
| publishDate | 2025 |
| record_format | arxiv |
| spellingShingle | Progress in ${\cal CP}$ violating top-Higgs coupling at the LHC with Machine Learning Hammad, A. Jueid, Adil High Energy Physics - Phenomenology A precise measurement of the top-Higgs coupling is essential in particle physics, as it offers a powerful probe of potential new physics beyond the Standard Model (BSM), particularly scenarios involving ${\cal CP}$ violation, which is a key condition in addressing the problem of baryon asymmetry of the universe. In this article, we review the recent progress in the studies of the the top-Higgs coupling at the Large Hadron Collider (LHC). We briefly highlight the recent Machine Learning (ML) algorithms being used and their role in constraining the ${\cal CP}$ phase of the top-Higgs coupling with an emphasis on the future potential of beyond-the-traditional methods such as transformers and heterogeneous graphs in these studies. |
| title | Progress in ${\cal CP}$ violating top-Higgs coupling at the LHC with Machine Learning |
| topic | High Energy Physics - Phenomenology |
| url | https://arxiv.org/abs/2504.11791 |