Sterile neutrinos are hypothetical particles that do not interact via the standard weak interactions like other known neutrinos, making them 'sterile' in a sense. They are proposed as a component of dark matter and could help explain certain anomalies in neutrino physics, including the behavior of oscillations observed in experiments.