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Phys."],"abstract":"<jats:title>\n                    A\n                    <jats:sc>bstract<\/jats:sc>\n                  <\/jats:title>\n                  <jats:p>\n                    With the Large Hadron Collider\u2019s Run 3 in progress, the 125GeV Higgs boson couplings are being examined in greater detail, while searching for additional scalars. Multi-Higgs frameworks allow Higgs couplings to significantly deviate from Standard Model values, enabling indirect probes of extra scalars. We consider the possibility of large pseudoscalar Yukawa couplings in the softly-broken \u2124\n                    <jats:sub>2<\/jats:sub>\n                    \u00d7 \u2124\n                    <jats:sub>\n                      2\n                      <jats:italic>\u2032<\/jats:italic>\n                    <\/jats:sub>\n                    three-Higgs doublet model with CP violating coefficients. To explore the parameter space of the model, we employ a Machine Learning algorithm that significantly enhances sampling efficiency. Using it, we find new regions of parameter space and observable consequences, not found with previous techniques. This method leverages an Evolutionary Strategy to quickly converge towards valid regions with an additional Novelty Reward mechanism. We use this model as a prototype to illustrate the potential of the new techniques, applicable to any Physics Beyond the Standard Model scenario.\n                  <\/jats:p>","DOI":"10.1007\/jhep07(2025)268","type":"journal-article","created":{"date-parts":[[2025,7,29]],"date-time":"2025-07-29T01:57:38Z","timestamp":1753754258000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["Unearthing large pseudoscalar Yukawa couplings with machine learning"],"prefix":"10.1007","volume":"2025","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-5756-0426","authenticated-orcid":false,"given":"Fernando Abreu","family":"de Souza","sequence":"first","affiliation":[{"id":[{"id":"https:\/\/ror.org\/037wpkx04","id-type":"ROR","asserted-by":"publisher"}],"name":"Universidade do Minho"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9093-205X","authenticated-orcid":false,"given":"Rafael","family":"Boto","sequence":"additional","affiliation":[{"id":[{"id":"https:\/\/ror.org\/01c27hj86","id-type":"ROR","asserted-by":"publisher"}],"name":"Universidade de Lisboa"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4539-6283","authenticated-orcid":false,"given":"Miguel Crispim","family":"Rom\u00e3o","sequence":"additional","affiliation":[{"id":[{"id":"https:\/\/ror.org\/037wpkx04","id-type":"ROR","asserted-by":"publisher"}],"name":"Universidade do Minho"},{"id":[{"id":"https:\/\/ror.org\/01v29qb04","id-type":"ROR","asserted-by":"publisher"}],"name":"Durham University"}]},{"ORCID":"https:\/\/orcid.org\/0009-0008-2968-3913","authenticated-orcid":false,"given":"Pedro N.","family":"Figueiredo","sequence":"additional","affiliation":[{"id":[{"id":"https:\/\/ror.org\/01c27hj86","id-type":"ROR","asserted-by":"publisher"}],"name":"Universidade de Lisboa"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9683-4055","authenticated-orcid":false,"given":"Jorge C.","family":"Rom\u00e3o","sequence":"additional","affiliation":[{"id":[{"id":"https:\/\/ror.org\/01c27hj86","id-type":"ROR","asserted-by":"publisher"}],"name":"Universidade de Lisboa"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6455-9618","authenticated-orcid":false,"given":"Jo\u00e3o P.","family":"Silva","sequence":"additional","affiliation":[{"id":[{"id":"https:\/\/ror.org\/01c27hj86","id-type":"ROR","asserted-by":"publisher"}],"name":"Universidade de Lisboa"}]}],"member":"297","published-online":{"date-parts":[[2025,7,28]]},"reference":[{"key":"26844_CR1","unstructured":"ATLAS collaboration, Observation of a new particle in the search for the Standard Model Higgs boson with the ATLAS detector at the LHC, Phys. 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