New theoretical studies examine how accelerator neutrino interactions with argon can constrain in-medium hyperon potentials, which also determine whether hyperons appear in neutron-star cores and how much they soften the equation of state. The work centers on charged-current neutrino and antineutrino events that produce \(\Lambda\) and \(\Sigma\) hyperons inside nuclei, followed by hyperon final-state interactions. Using simulated detector observables for SBND and DUNE, the trapped \(\Lambda\) fraction and the momentum of escaping hyperons change monotonically with the values of the potentials \(U_\Lambda\) and \(U_\Sigma\), including added sensitivity from a kaon-vetoed \(\Sigma^+\) tagging strategy. The studies report Fisher-forecast sensitivities at several-MeV scale for \(U_\Lambda\) (with strong dependence on assumptions about the low-density slope) and larger systematic limitations for \(U_\Sigma\) due to hyperon–nucleon interaction uncertainties. In parallel, the neutrino-constrained potentials are tied to neutron-star structure within different modeling approaches, including mean-field and quarkyonic frameworks, affecting hyperon onset and maximum masses.