open file with a unicode filename?

I don't seem to be able to open a file which has a unicode filename. Lets say I do:

for i in os.listdir():
    open(i, 'r')

When I try to search for some solution, I always get pages about how to read and write a unicode string to a file, not how to open a file with file() or open() which has a unicode name.