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Paper · arXiv

Searching for BSM Experimental Signatures with Large Lagrangian Models

The search for physics Beyond the Standard Model (BSM) is generally limited not by the supply of theory descriptions but by the lack of discriminating experimental observations. A case in point is dark matter, where the overwhelming gravitational evidence only goes so far in distinguishing between models within a vast theory space. Exploring the space of testable model signatures may help identify overlooked experimental observables and indicate the utility of future experiments. A challenge is designing a search through model signatures outside what is found in the literature. Our primary contribution is hAIthem, a framework that combines the self-guided exploration of reinforcement lear...

AuthorsIbrahim Elsharkawy, Victoria Knapp-Perez, Wahid Bhimji et al.
Primary categoryhep-ph
Published29 September 2026
Last updated at source29 September 2026
hep-phastro-ph.COcs.AIhep-ex
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