IANAA, but I imagine that they can detect the source of the waves and check electromagnetic observations from the same area. BH+BH = no electromagnetic radiation, star+star = electromagnetic radiation from 2 stars.
Of course, it's not easy to detect such fine measurements and correlate between different instruments.