Can gravitational waves reveal hidden flavor symmetries in the universe?

When the universe cooled after the Big Bang, certain symmetries broke—like flavor symmetry—leaving behind tangled networks of cosmic strings and domain walls. These networks radiate gravitational waves with a telltale frequency signature different from strings alone. The authors use machine learning to rapidly identify this signal in detector data, enabling searches for evidence of flavor symmetry breaking that lab experiments cannot reach directly.