This can't be answered with any conviction. By that logic, we can be apply this infinitely many times: from the aliens perspective, they are also not aware of other aliens that know about their existence
It's aliens all the way up.
Of course, this 'yes' is a pretty loaded 'yes' even if I agree it's a possibility...
How do you know fish in the ocean don't know we exist?