What’s the difference between ‘$var’ and ‘var’ in an arithmetic expansion?

Bash accepts both these syntax:

FOO=$(($BAR + 42))

and

FOO=$((BAR + 42))

Which one is correct / most portable / less prone to errors? Or are both equally valid?