You don't, but also you don't have to. Voter rolls are cross referenced with other sources of data to verify citizenship. ID is required to submit a non-provisional ballot even during early voting if you're not in your designated precinct.

Also just generally it's a severe federal crime to vote illegally, so people who are here illegally aren't out en masse publicly tying their identity to federal felonies.