Yes the ground temperature stays warmer, but when it is very cold in the air:----
it will go below freezing where the peony roots are.
A layer of mulch will keep them warm for longer.
Usually mulch after the ground freezes, but this is one time where mulch to keep
the roots warm might be effective?