Only in the sense that they look like nothing at all. They can, however differ in how much nothingness they represent [1] which I would argue can make them look quite different one another.
[1] https://en.wikipedia.org/wiki/Whitespace_character#Unicode (Feel free to ignore tabs, line breaks and other characters that don't feel space-y enough. There should still be plenty left to choose from.)