I have a set of white 2XU "Race" socks and two pair of black 2XU "recovery" socks. I wear the black ones often after a hard ride.
I used to wear the white ones during rides. I actually think they helped a bit but the compression made my toes cold on the road.

Fredly or not, I think they actually make a difference.