Sterile neutrinos are a hypothesized type of neutrino that do not interact via the standard weak interactions like other neutrinos. They are proposed as candidates for dark matter due to their potential mass and weak interaction properties, which make them difficult to detect but crucial in understanding the universe's missing mass.