At ground level, the magnetic fields from underground cables fall off much more rapidly with distance than those from overhead power lines.
However, the ground level magnetic fields can actually be higher close to the underground cable.
Overall, if cost were not a factor, then undergrounding power lines would be one option for reducing magnetic field
exposure in a population.